# AI×Business

An open manual for the collaboration of AI and business.

{% hint style="success" %} <mark style="color:orange;">**WElCOME!**</mark>

Your complete AI × Business learning platform. Discover tools, master skills, and apply AI to real business challenges, from basics to advanced implementation.
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### <mark style="color:orange;">Trending Section:</mark>

<table data-view="cards"><thead><tr><th></th><th></th><th data-hidden data-card-target data-type="content-ref"></th><th data-hidden data-card-cover data-type="files"></th></tr></thead><tbody><tr><td>AI Agents/Apps/MCP</td><td></td><td><a href="/pages/veSe4xWXowWR89BaJ71L">/pages/veSe4xWXowWR89BaJ71L</a></td><td><a href="/files/PZQ6zd6tfv1nss4r5KPS">/files/PZQ6zd6tfv1nss4r5KPS</a></td></tr><tr><td>Text to Image/AI Image Editing</td><td></td><td><a href="/pages/DssvyplZ5RmLfCg7PwxA">/pages/DssvyplZ5RmLfCg7PwxA</a></td><td><a href="/files/z8sCkStYDOoE8Iw3jstF">/files/z8sCkStYDOoE8Iw3jstF</a></td></tr><tr><td>AI video generation</td><td></td><td><a href="/pages/C75bZNZsoxQiGcAKVc56">/pages/C75bZNZsoxQiGcAKVc56</a></td><td><a href="/files/ddgpG6TOvLOnqg9QmGir">/files/ddgpG6TOvLOnqg9QmGir</a></td></tr><tr><td>AI Music Generation</td><td></td><td><a href="/pages/A2MWF8UfSxtEckFyeBsm">/pages/A2MWF8UfSxtEckFyeBsm</a></td><td><a href="/files/BxSyqzzg0AwEw7FsqQfZ">/files/BxSyqzzg0AwEw7FsqQfZ</a></td></tr><tr><td>AI Hardware</td><td></td><td><a href="/pages/mGBXvlPrqemPPngVc0gL">/pages/mGBXvlPrqemPPngVc0gL</a></td><td><a href="/files/Ta1Clrh7dGNvGHUJyYV3">/files/Ta1Clrh7dGNvGHUJyYV3</a></td></tr></tbody></table>

***

### 🏆 The Premier AI Index

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Only the transformative. A curated directory of the world's most powerful AI engines driving the future of business.
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* **LLM & Chatbots:** ChatGPT, Gemini, Claude, Grok, DeepSeek
* **AI Coding Tools:** Claude Code, GitHub Copilot
* **AI Coding IDE:** Kiro, Google Antigravity, Cursor
* **AI Video Gen:** Runway, Veo3, Kling, Sora, Luma Dream Machine, MiniMax, Pika
* **AI Image Gen:** Flux, Midjourney, NanoBanana
* **Design & Build:** Lovable, v0.dev, Bolt.new,&#x20;
* **Design Platform:** Canva, Figma
* **AI Avatar:** HeyGen, D-ID, Synthesia
* **Productivity:** Gamma, Fireflies
* **AI Music & Audio:** Suno
* **AI Voice Gen:** ElvenLabs
* **AI Learning:** NotebookLM

***

## <mark style="color:blue;">What's New?</mark>

### Google Nano Banana 2

Google’s Nano Banana 2 is the second-generation Gemini image generation model, designed to deliver more realistic visuals, stronger text rendering, and improved editing control compared to its predecessor, positioning it as a more production-ready creative engine inside Google’s AI ecosystem.

{% embed url="<https://x.com/Google/status/2027051657163391104?s=20>" %}

### Gemini 3.1 Pro

{% hint style="info" icon="google" %}
Google's new Gemini 3.1 Pro is a specialized reasoning powerhouse designed for tasks where "simple answers aren't enough." It features a massive 1M token context window, significantly reduced hallucination rates, and unique capabilities like generating website-ready animated SVGs directly from text.
{% endhint %}

{% embed url="<https://deepmind.google/models/model-cards/gemini-3-1-pro/>" %}

### Google Lyria 3

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**TL;DR:** Google DeepMind’s Lyria 3 is its latest-generation AI music model, delivering higher-fidelity, longer-form, and more stylistically controllable music generation — positioning Google as a serious competitor in professional-grade generative audio.
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{% embed url="<https://youtu.be/Op8X8RmiE98?si=-RqasHNAgvUiFgL7>" %}

### Seedance 2.0

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**TL;DR:** Seedance 2.0 is ByteDance’s cutting‑edge AI video model that pushes generative video toward professional storytelling — turning text, images, audio, and clips into coherent, cinematic videos with native sound and director‑level control. It’s powerful, more stable than earlier models, and poised to shift how creators and filmmakers produce content, though access and ecosystem maturity are still growing.
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{% embed url="<https://seed.bytedance.com/en/seedance2_0>" %}

### Claude Opus 4.6

{% hint style="success" %}
**TL;DR:** Anthropic releases Claude Opus 4.6, an upgraded flagship model with stronger long-horizon reasoning, more reliable instruction-following, and improved performance on complex professional tasks, further raising the bar for enterprise-grade AI assistants.
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{% embed url="<https://youtu.be/dPn3GBI8lII?si=11beOEM4BT1T1E1k>" %}

### OpenAI Frontier

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**TL;DR:** OpenAI Frontier is here: a management OS for AI agents to handle real enterprise work. It’s more than a tool; it’s a digital workforce with its own identity and permissions. Is your business ready for AI coworkers?
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{% embed url="<https://openai.com/index/introducing-openai-frontier/>" %}

### Kling 3.0

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**TL;DR:** Kling introduces Kling 3.0, its latest-generation AI video model that delivers more cinematic motion, stronger physical realism, and finer prompt control, positioning it as one of the most advanced text-to-video systems on the market.
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{% embed url="<https://youtu.be/XD_7FNPhZQY?si=NG9wcp1YsJ1QzQ8I>" %}

### OpenAI Codex app

{% hint style="success" %}
**TL;DR:** OpenAI’s Codex app is a new macOS productivity and developer tool that unifies the company’s cloud‑based software engineering AI agent into a dedicated desktop interface where multiple autonomous coding agents can run in parallel, manage worktrees, automate tasks, integrate with Git, use “Skills,” and help build, review, and ship software more efficiently from natural‑language prompts or structured workflows — essentially turning AI into a multitasking virtual engineering teammate right on your Mac.
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{% embed url="<https://youtu.be/0e-Brv-gS9Q?si=cMhs7kN1mOSAg_GR>" %}

### OpenClaw(Clawdbot/Moltbot)

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**TL;DR:** OpenClaw is an open‑source, self‑hosted autonomous AI agent platform (originally released as *Clawdbot* and later *Moltbot*) that runs on your own machine and connects to familiar messaging apps like WhatsApp, Telegram, Discord, Slack, Signal, and iMessage to act as a proactive digital assistant that not only chats but executes real‑world tasks (e.g., managing messages, calendars, emails, workflows, and scripts) based on your permissions and integrations.
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{% embed url="<https://www.molt.bot/>" %}

### Figure Helix 02

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**TL;DR:** Figure AI’s Helix 02 — launched as the next generation of its humanoid AI control system — is a unified neural architecture that gives a Figure humanoid robot full‑body autonomy, enabling it to walk, balance, perceive, and manipulate objects continuously across complex, long‑horizon tasks (like unloading and reloading a dishwasher) entirely from onboard sensors with no human intervention. It represents a major stride in *loco‑manipulation* by integrating perception and whole‑body control into one learned system that reasons from pixels to joint torques.
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{% embed url="<https://youtu.be/lQsvTrRTBRs?si=C5LpIjOZ_3uMrL6O>" %}

### Claude Cowork

{% hint style="success" %}
**TL;DR:** Anthropic’s Claude Cowork is a new feature in the Claude Desktop app that lets the AI act like a proactive digital coworker—automatically reading, editing, organizing, and creating files in a designated folder to complete non‑coding productivity tasks without needing you to write code, effectively bringing the power of Claude Code to everyday work workflows.
{% endhint %}

{% embed url="<https://youtu.be/UAmKyyZ-b9E?si=zM02aNjnxwgSIQ0Z>" %}

### ChatGPT Health

{% hint style="success" %}
**TL;DR:** *ChatGPT Health* is a new dedicated health and wellness experience within ChatGPT launched by OpenAI that lets users securely connect their medical records and wellness apps (like Apple Health or MyFitnessPal), provides a separate tab with enhanced privacy and data isolation for health‑related conversations, and helps people understand lab results, prepare for doctor visits, track wellness patterns, and explore insurance options—while clearly positioning itself as a supportive informational tool (not a replacement for professional medical care).
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{% embed url="<https://openai.com/index/introducing-chatgpt-health/>" %}

### NVIDIA DRIVE Alpamayo‑R1

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**TL;DR:** NVIDIA DRIVE Alpamayo‑R1, an open‑source reasoning vision‑language‑action (VLA) AI model designed specifically for autonomous driving research and development that integrates vision, language, and action planning—allowing vehicles to interpret sensor inputs, reason through complex scenarios (chain‑of‑causation), plan safe trajectories, and even explain decisions, advancing the path toward safer Level 4 autonomy. Already partnered with Mercedes-Benz, with plans to deploy it on the next-gen CLA as early as next year.
{% endhint %}

### Boston Dynamics Atlas

{% hint style="success" %}
**TL;DR:** Boston Dynamics just revealed the **product version of Atlas** — an **enterprise-grade humanoid robot built for real industrial use**.\
Fully electric, capable of lifting **\~50 kg (110 lbs)**, with **56 degrees of freedom**, autonomous navigation, automatic battery swapping, and a clear roadmap toward factory deployment and large-scale production.
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{% embed url="<https://www.youtube.com/watch?v=rrUHZKlrxms>" %}

### Agentic AI Foundation

{% hint style="success" %}
**TL;DR:** *The Agentic AI Foundation (AAIF)* is a newly established open‑source, neutral governance foundation under the Linux Foundation co‑founded by OpenAI, Anthropic, Block and backed by major tech companies like Google, Microsoft, AWS, Bloomberg, and Cloudflare to standardize, steward, and advance agentic AI technologies—providing interoperable open standards and protocols (such as OpenAI’s AGENTS.md, Anthropic’s Model Context Protocol, and Block’s Goose framework) so developers and organizations can build autonomous, action‑oriented AI systems collaboratively and transparently.
{% endhint %}

{% embed url="<https://openai.com/index/agentic-ai-foundation/>" %}


# AI Basics

## <mark style="color:purple;">**What is Artificial Intelligence?**</mark>

Regarding the definition of AI, the following are quotes from authoritative organizations or prestigious universities:

### <mark style="color:orange;">IBM:</mark>

> **Artificial intelligence, or AI, is technology that enables computers and machines to simulate human intelligence and problem-solving capabilities.**

**Source:** <https://www.ibm.com/topics/artificial-intelligence>

### <mark style="color:orange;">Stanford HAI (2020):</mark>

> **Artificial Intelligence (AI), a term coined by emeritus Stanford Professor John McCarthy in 1955, was defined by him as “the science and engineering of making intelligent machines”. Much research has humans program machines to behave in a clever way, like playing chess, but, today, we emphasize machines that can learn, at least somewhat like human beings do.**&#x20;

**Source:** <https://hai.stanford.edu/sites/default/files/2020-09/AI-Definitions-HAI.pdf>

### <mark style="color:orange;">MIT Technology Review:</mark>&#x20;

> **AI is a catchall term for a set of technologies that make computers do things that are thought to require intelligence when done by people. Think of recognizing faces, understanding speech, driving cars, writing sentences, answering questions, creating pictures.**&#x20;

**Source:** Will Douglas Heaven from MIT Technology Review published on July 10, 2024

<https://www.technologyreview.com/2024/07/10/1094475/what-is-artificial-intelligence-ai-definitive-guide/>

### <mark style="color:orange;">Google:</mark>

> **Artificial intelligence is a field of science concerned with building computers and machines that can reason, learn, and act in such a way that would normally require human intelligence or that involves data whose scale exceeds what humans can analyze.**

**Source:**  <https://cloud.google.com/learn/what-is-artificial-intelligence>

### <mark style="color:orange;">McKinsey & Company</mark>

> **Artificial intelligence is a machine’s ability to perform some cognitive functions we usually associate with human minds.**&#x20;

**Source:**

{% embed url="<https://www.mckinsey.com/featured-insights/mckinsey-explainers/what-is-ai>" %}

<figure><img src="/files/g7YtO7IHP2ZjLcoOAGQB" alt=""><figcaption><p>McKinsey: What is AI?</p></figcaption></figure>

## <mark style="color:purple;">**Key Concepts in AI**</mark>

<table><thead><tr><th width="239">Concept</th><th>Description</th></tr></thead><tbody><tr><td><strong>Machine Learning (ML)</strong></td><td>A subset of AI that involves training algorithms to learn from and make predictions based on data. Can be supervised, unsupervised, or semi-supervised.</td></tr><tr><td><strong>Deep Learning</strong></td><td>A specialized form of machine learning involving neural networks with many layers. Excels in processing large volumes of data, such as images and speech.</td></tr><tr><td><strong>Natural Language Processing (NLP)</strong></td><td>Focuses on the interaction between computers and humans through language. Allows machines to understand, interpret, and generate human language.</td></tr><tr><td><strong>Computer Vision</strong></td><td>Trains computers to interpret and make decisions based on visual data from the world. Powers applications like facial recognition and autonomous driving.</td></tr><tr><td><strong>Robotics</strong></td><td>Involves the design and creation of robots that can perform tasks autonomously or semi-autonomously, integrating various AI technologies.</td></tr><tr><td><strong>Large Language Models (LLM)</strong></td><td>AI models that are trained on vast amounts of text data to understand and generate human-like language. Examples include GPT-3 and BERT.</td></tr><tr><td><strong>AI-generated Content (AIGC)</strong></td><td>The creation of content such as text, images, and videos by AI systems. AIGC is used in areas like marketing, entertainment, and journalism.</td></tr><tr><td><strong>Generative AI (GenAI)</strong></td><td>Refers to AI systems capable of generating new content, such as images, music, and text. It includes technologies like GANs (Generative Adversarial Networks).</td></tr></tbody></table>


# AI Learning Resources

### OpenAI Academy

<https://academy.openai.com/>

## <mark style="color:purple;">Online Courses:</mark>

| ![](https://microsoft.github.io/generative-ai-for-beginners/images/repo-thubmnail2.png?WT.mc_id=academic-105485-koreyst)                                  | **Generative AI for Beginners (Version 2)**                                                                                                                  | <p>Learn the fundamentals of building Generative AI applications with 18-lesson comprehensive course by Microsoft Cloud Advocates.</p><p><a href="https://microsoft.github.io/generative-ai-for-beginners/#/"><https://microsoft.github.io/generative-ai-for-beginners/#/></a></p>                            |
| --------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| ![](/files/EojObLxXBT6CYD1iFZCs)                                                                                                                          | **Generative AI for Everyone**                                                                                                                               | <p>Instructed by AI pioneer Andrew Ng, Generative AI for Everyone offers his unique perspective on empowering you and your work with generative AI.</p><p><a href="https://www.deeplearning.ai/courses/generative-ai-for-everyone/"><https://www.deeplearning.ai/courses/generative-ai-for-everyone/></a></p> |
| <p><img src="https://www.gstatic.com/marketing-cms/assets/images/bd/47/470ff89e4f009c2c4c40aa39a749/ai-hero-image.png=n-w1232-h924-rw" alt=""></p><p></p> | **Google AI Essentials**                                                                                                                                     | <https://grow.google/certificates/en_us/certificates/ai/?utm_source=youtube&utm_medium=paidvideo&utm_campaign=ha-yt-aie-rmkt-aie__geo%E2%80%94US__aie-ads&gclid=CjwKCAjw9IayBhBJEiwAVuc3frgcK9if3PKGuOp7lqQmLsmcbadYSxIG0O-anMSdDmbnXUk9BhHvDxoChZsQAvD_BwE>                                                  |
|                                                                                                                                                           | News, community, and courses for people building AI-powered products.                                                                                        | <https://fullstackdeeplearning.com>                                                                                                                                                                                                                                                                           |
|                                                                                                                                                           | <p><strong>Practical Deep Learning</strong> </p><p></p>                                                                                                      | <p>A free course designed for people with some coding experience, who want to learn how to apply deep learning and machine learning to practical problems.<br><a href="https://course.fast.ai"><https://course.fast.ai></a></p>                                                                               |
|                                                                                                                                                           | <p><strong>MIT Introduction to</strong><br><strong>Deep Learning</strong></p>                                                                                | <http://introtodeeplearning.com>                                                                                                                                                                                                                                                                              |
|                                                                                                                                                           | <p><strong>Wharton School</strong></p><p><strong>Practical AI for Instructors and Students Part 1: Introduction to AI for Teachers and Students</strong></p> | <https://youtu.be/t9gmyvf7JYo?si=nculoR0cLUhFvqbH>                                                                                                                                                                                                                                                            |

## Other Learning Materials:

<table data-view="cards"><thead><tr><th></th><th></th><th></th></tr></thead><tbody><tr><td><p><img src="https://udlbook.github.io/udlbook/assets/book_cover-B3FyEkB6.jpg" alt=""></p><p>Understanding Deep Learning by MIT</p></td><td><p><em>Free Book/PDF</em></p><p><a href="https://udlbook.github.io/udlbook/">https://udlbook.github.io/udlbook/</a></p></td><td></td></tr><tr><td><img src="https://m.media-amazon.com/images/I/81hY5nHoaXL._SY522_.jpg" alt=""></td><td>What Is ChatGPT Doing ... and Why Does It Work?</td><td><a href="https://www.amazon.com/What-ChatGPT-Doing-Does-Work-ebook/dp/B0BY59PT5Z/ref=sr_1_1?crid=39YR0ZVW5C4IP&#x26;dib=eyJ2IjoiMSJ9.pqFRZ3IY14qymjpi1N3Ns8Dd7aVK1YkvGMz-7Q2e3WLbb1IVcGr-0r2tNm8i9ODIQ1pwaOlrSCua2wjCtrIVLdWIkmBHAhBe-Qp6UFe3rEg-pQNAvJZj4Mf5OdaqN4sFvWMm7CtcQfH-Dg8J6Yx7LDPbnDavWiHTS5pDRge1LMrvbqxOjolCl_Be2_3vbxy1_v6SB2Pb8U3JNlPXeU5djODlX0AU1xsYy2U-pnH0QmM.77uA73KaZWQyOKrZQnQ4cg5YeE2HgvEoocxvF6QPbN8&#x26;dib_tag=se&#x26;keywords=how+chatgpt+works&#x26;qid=1723522075&#x26;sprefix=how+chatgpt+works%2Caps%2C214&#x26;sr=8-1">https://www.amazon.com/What-ChatGPT-Doing-Does-Work-ebook/dp/B0BY59PT5Z/ref=sr_1_1?crid=39YR0ZVW5C4IP&#x26;dib=eyJ2IjoiMSJ9.pqFRZ3IY14qymjpi1N3Ns8Dd7aVK1YkvGMz-7Q2e3WLbb1IVcGr-0r2tNm8i9ODIQ1pwaOlrSCua2wjCtrIVLdWIkmBHAhBe-Qp6UFe3rEg-pQNAvJZj4Mf5OdaqN4sFvWMm7CtcQfH-Dg8J6Yx7LDPbnDavWiHTS5pDRge1LMrvbqxOjolCl_Be2_3vbxy1_v6SB2Pb8U3JNlPXeU5djODlX0AU1xsYy2U-pnH0QmM.77uA73KaZWQyOKrZQnQ4cg5YeE2HgvEoocxvF6QPbN8&#x26;dib_tag=se&#x26;keywords=how+chatgpt+works&#x26;qid=1723522075&#x26;sprefix=how+chatgpt+works%2Caps%2C214&#x26;sr=8-1</a></td></tr><tr><td></td><td></td><td></td></tr></tbody></table>


# Large Language Models (LLMs)

Navigation:

{% hint style="success" %}

* [Prompt Engineering](/learn/large-language-models-llms/prompt-engineering)
* [Hallucination](/learn/large-language-models-llms/hallucination)
  {% endhint %}

## Large Language Models (LLMs) Ranking

{% tabs %}
{% tab title="Artificial Analysis" %}
Independent analysis of AI language models and API. Provides quality, speed, and price comparisons.

{% embed url="<https://artificialanalysis.ai>" %}
{% endtab %}

{% tab title="Scale Leaderboards" %}
{% embed url="<https://scale.com/leaderboard?utm_source=www.theaivalley.com&utm_medium=newsletter&utm_campaign=2-new-shocking-details-about-sam-altman-s-firing>" %}
Scale Leaderboards
{% endembed %}

{% endtab %}

{% tab title="LM Arena" %}
LMArena.ai is a comprehensive AI model leaderboard, ranking over 240 large language models across various domains—including text, vision, web development, search, and coding—based on more than 3.5 million user votes.

Unlike traditional benchmarks, LMArena employs a crowdsourced, blind-voting system where users compare anonymous model responses to the same prompt and vote for the better one. This approach provides a dynamic, real-world evaluation of model performance.

{% embed url="<https://lmarena.ai/leaderboard>" %}
{% endtab %}

{% tab title="HuggingFace" %}

<https://huggingface.co/open-llm-leaderboard>
{% endtab %}

{% tab title="vellum" %}
<https://www.vellum.ai/llm-leaderboard>
{% endtab %}
{% endtabs %}

### Comparison

| AI Model                   | Core Strength (2026)      | Context Window  | Agent Capability         | Starting Price    |
| -------------------------- | ------------------------- | --------------- | ------------------------ | ----------------- |
| **ChatGPT (GPT-5.2)**      | Generalist & Logic (o3)   | 256K Tokens     | Operator (Browser Agent) | $20/mo            |
| **Claude 4 (Opus/Sonnet)** | Human-like Writing & Code | 500K+ Tokens    | Computer Use (Desktop)   | $20/mo            |
| **Gemini 3 (Ultra)**       | Google Ecosystem & Video  | 2M - 10M Tokens | Google Workspace Agent   | $19.99/mo         |
| **Grok 4**                 | Real-time X Data & Wit    | 128K+ Tokens    | Integrated Social Agent  | $8/mo (X Premium) |

***

## Large Language Models

### Close Source Apps:

{% hint style="success" %}

* ChatGPT
* Grok
* Claude
* Gemini
  {% endhint %}

### Open Source Models:

{% hint style="success" %}

* Deepseek
* LLama
* Mistral
* Qwen
  {% endhint %}

***

## Learning Resources:

<table data-header-hidden><thead><tr><th width="321.546875"></th><th width="428.5442708333333"></th><th></th></tr></thead><tbody><tr><td><strong>How I use LLMs</strong> by Andrej Karpathy</td><td><a href="https://youtu.be/EWvNQjAaOHw?si=bzp-Dy5yvnCohubp">https://youtu.be/EWvNQjAaOHw?si=bzp-Dy5yvnCohubp</a></td><td></td></tr><tr><td>What Is ChatGPT Doing … and Why Does It Work?</td><td><a href="https://writings.stephenwolfram.com/2023/02/what-is-chatgpt-doing-and-why-does-it-work/">https://writings.stephenwolfram.com/2023/02/what-is-chatgpt-doing-and-why-does-it-work/</a></td><td></td></tr><tr><td>ChatGPT Prompt Engineering for Developers</td><td><a href="https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/">https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/</a></td><td></td></tr><tr><td>LLM101n: Let's build a Storyteller</td><td><a href="https://github.com/karpathy/LLM101n">https://github.com/karpathy/LLM101n</a></td><td></td></tr><tr><td>How GPT works</td><td><a href="https://bbycroft.net/llm">https://bbycroft.net/llm</a></td><td></td></tr><tr><td>How I Use "AI" by Nicholas Carlini</td><td><a href="https://nicholas.carlini.com/writing/2024/how-i-use-ai.html">https://nicholas.carlini.com/writing/2024/how-i-use-ai.html</a></td><td></td></tr><tr><td>Transformer Explainer</td><td><a href="https://poloclub.github.io/transformer-explainer/">https://poloclub.github.io/transformer-explainer/</a></td><td></td></tr><tr><td>Generative AI Handbook: A Roadmap for Learning Resources</td><td><a href="https://genai-handbook.github.io">https://genai-handbook.github.io</a></td><td></td></tr><tr><td>Anthropic courses</td><td><a href="https://github.com/anthropics/courses/tree/master">https://github.com/anthropics/courses/tree/master</a></td><td></td></tr><tr><td>Deep Dive into LLMs like ChatGPT by Andrej Karpathy</td><td><a href="https://youtu.be/7xTGNNLPyMI?si=6WfUHQx8-XqNxlQQ">https://youtu.be/7xTGNNLPyMI?si=6WfUHQx8-XqNxlQQ</a></td><td></td></tr><tr><td>Google - Prompt Engineering by Lee Boonstra</td><td><a href="https://www.kaggle.com/whitepaper-prompt-engineering">https://www.kaggle.com/whitepaper-prompt-engineering</a></td><td></td></tr></tbody></table>


# Prompt Engineering

<details>

<summary>What is a prompt?</summary>

A prompt is an initial input or instruction given to an AI model to generate a response or complete a task.

</details>

<details>

<summary>Why is a prompt important?</summary>

A prompt is essential as it directs the AI model's output by offering detailed context, guidelines, or inquiries, thereby ensuring the generated response is pertinent, precise, and customized to the user's requirements.

</details>

### Other prompt resources:

<table data-header-hidden><thead><tr><th></th><th></th><th data-hidden data-type="files"></th></tr></thead><tbody><tr><td><strong>OpenAI official Prompt Guide</strong></td><td><a href="https://platform.openai.com/docs/guides/prompt-engineering">https://platform.openai.com/docs/guides/prompt-engineering</a></td><td></td></tr><tr><td><strong>Claude official Prompt Library</strong></td><td><a href="https://docs.anthropic.com/claude/prompt-library">https://docs.anthropic.com/claude/prompt-library</a></td><td></td></tr><tr><td><strong>Claude Official Prompt Guide</strong></td><td><a href="https://docs.anthropic.com/en/docs/welcome">https://docs.anthropic.com/en/docs/welcome</a></td><td></td></tr><tr><td><strong>Google Prompting Essentials</strong></td><td><a href="https://grow.google/prompting-essentials/?utm_source=google&#x26;utm_medium=paidsearch&#x26;utm_campaign=ha-sem-bk-pe-exa__geo%E2%80%94US&#x26;utm_term=google%20prompting%20essentials&#x26;gad_source=1&#x26;gclid=Cj0KCQjw16O_BhDNARIsAC3i2GDDWA3614Y0iX9YaccH5vPAbXfIFHl3E1Jtxhz-q4glV95ZjAwJ-PAaAreDEALw_wcB">https://grow.google/prompting-essentials/?utm_source=google&#x26;utm_medium=paidsearch&#x26;utm_campaign=ha-sem-bk-pe-exa__geo%E2%80%94US&#x26;utm_term=google%20prompting%20essentials&#x26;gad_source=1&#x26;gclid=Cj0KCQjw16O_BhDNARIsAC3i2GDDWA3614Y0iX9YaccH5vPAbXfIFHl3E1Jtxhz-q4glV95ZjAwJ-PAaAreDEALw_wcB</a></td><td></td></tr><tr><td><strong>Google Prompting Guide 101</strong></td><td><a href="https://services.google.com/fh/files/misc/gemini-for-google-workspace-prompting-guide-101.pdf">https://services.google.com/fh/files/misc/gemini-for-google-workspace-prompting-guide-101.pdf</a></td><td><a href="/files/aputqWvYI6kWQKZgP6Wi">/files/aputqWvYI6kWQKZgP6Wi</a></td></tr><tr><td><strong>Prompt Guide from Lovable</strong></td><td><a href="https://docs.lovable.dev/prompting/prompting-one">https://docs.lovable.dev/prompting/prompting-one</a></td><td></td></tr></tbody></table>

### Prompt generator

{% tabs %}
{% tab title="Prompts.chat" %}
<https://prompts.chat/>

{% endtab %}

{% tab title="Prompt Perfect " %}
<https://promptperfect.jina.ai/>
{% endtab %}

{% tab title="Maskara" %}
<https://www.maskara.ai/>
{% endtab %}

{% tab title="Anthropic Prompt generator" %}
Anthropic Prompt generator

<https://console.anthropic.com/dashboard>
{% endtab %}
{% endtabs %}

### Prompt MarketPlace

* <https://promptbase.com/>
* <https://promptrr.io/>
* <https://prompts-market.com/>


# Hallucination

## <mark style="color:purple;">What is AI Hallucination?</mark>

{% hint style="warning" %} <mark style="color:red;">**AI hallucination**</mark> occurs when a <mark style="color:red;">**Generative AI Model generates false, misleading, or illogical information and presents it as fact**</mark>. This issue arises because LLMs are trained on vast amounts of text data and use statistical patterns to predict the next word in a sequence, rather than understanding the underlying reality of the content they generate.
{% endhint %}

### Why?

{% hint style="success" %}
Large language models hallucinate—producing confident but false outputs—because their training and evaluation processes reward guessing over admitting uncertainty.
{% endhint %}

{% embed url="<https://openai.com/index/why-language-models-hallucinate/>" %}

### **Some Real Life Cases:**

<details>

<summary>Case 1: Lawyer Citing Fake Cases Generated by ChatGPT</summary>

In 2023, New York lawyer Steven Schwartz utilized ChatGPT to draft a legal brief for a personal injury case. The brief included several fictitious court cases fabricated by the AI, which opposing counsel could not verify. When challenged, Schwartz and his colleague, Peter LoDuca, doubled down on their assertions until the court ordered them to provide the cases. Upon failing to do so, they were fined $5,000. Furthermore, the court mandated that any future filings involving generative AI content must explicitly disclose such use to ensure accuracy checks.

</details>

<details>

<summary>Case 2: AI-Generated Misinformation</summary>

AI-generated false information can spread rapidly, leading to public misunderstanding. An example of this occurred with Google’s Bard chatbot, which incorrectly claimed that the James Webb Space Telescope had taken the first image of an exoplanet. This misinformation quickly disseminated after its release, demonstrating the potential for AI to propagate erroneous news​.

<https://www.theverge.com/2023/2/8/23590864/google-ai-chatbot-bard-mistake-error-exoplanet-demo>

</details>

### Mitigation Techniques

{% hint style="success" %}

* **Use Better Large Language Models:** Whenever possible, utilize more powerful large models, as they tend to produce fewer hallucinations.
* **Use AI Search Engines:** Employ applications like Perplexity, which are optimized for search tasks using large models. These applications provide answers based on internet data content. (\*Although they can still have hallucinations, the chances are significantly lower.)
* **Human-in-the-Loop:** Have humans meticulously verify AI-generated indexes, cases, and other content.
* **Refine Your Prompts:** Use more detailed and sophisticated prompts and prompt structures to obtain more accurate results.
* **Use Advanced Reasoning LLM:** Choose models specifically trained or fine-tuned for logical reasoning and step-by-step problem-solving tasks, such as GPT-4 with chain-of-thought (CoT) prompting or Claude 3, which systematically reduce hallucinations through explicit reasoning processes.
  {% endhint %}

**Here is a page on the OpenAI Cookbook that provides guidelines and examples for developing guardrails to prevent hallucinations in AI models.**

{% embed url="<https://cookbook.openai.com/examples/developing_hallucination_guardrails>" %}

{% hint style="success" %}
**In summary, always meticulously verify any content generated by large models before using it.**
{% endhint %}


# Claude

Use cases:

Get inspired by what you can do with Claude

{% embed url="<https://claude.com/resources/use-cases>" %}


# Create Your Own Writing GPTs

For those who frequently engage in writing, tailoring GPT models to your unique writing style is indispensable.&#x20;

Firstly, Press the 'Create' button located in the upper right corner of the GPTs Store page.

<img src="/files/zc36IPShqex6byvidHcM" alt="" data-size="original">

Next, during the customization process, click the Configure tab, give this GPT a **name**, write your Instructions (or just simply click on the 'Create' tab next to the Configure tab and allow the GPT to generate the name, logo, and instructions for you by chat), and ensure the GPT models are informed of your details, such as your age, preferred writing style, commonly used phrases, etc.&#x20;

<figure><img src="/files/IylzgQXBAsU2LR0YtEnt" alt=""><figcaption></figcaption></figure>

Don't forget to gather articles or paragraphs that showcase your distinctive style. These can be in the form of .txt or .docx documents. Upload these documents as reference materials in the Knowledge section. Save, and you should be able to use this GPT for writing.&#x20;


# AI Ethics/Copyright

Explore the ethical and moral challenges of AI technology and solutions, sharing expert opinions and societal discussions.

## <mark style="color:orange;">Can you copyright AI-generated content?</mark>

{% embed url="<https://youtu.be/7e31EMBQQX8>" %}

## News:

<details>

<summary>U.S. Copyright Office Registers Over 1,000 AI-Enhanced Works</summary>

**Summary:** The U.S. Copyright Office has registered more than 1,000 works where applicants disclosed and disclaimed AI-generated content, emphasizing the importance of human authorship in copyright eligibility.

**Link:** <https://mashable.com/article/us-copyright-office-registers-one-thousand-ai-generated-works>

</details>

<details>

<summary>AI-Assisted Works Can Obtain Copyright with Sufficient Human Creativity</summary>

**Summary:** The U.S. Copyright Office clarified that works created with AI assistance can be copyrighted if they exhibit enough human creativity; purely AI-generated content without significant human input remains ineligible.

**Link:** <https://apnews.com/article/ai-copyright-office-artificial-intelligence-363f1c537eb86b624bf5e81bed70d459>

</details>

<details>

<summary>Copyright Office Releases Part 2 of Artificial Intelligence Report</summary>

In Part 2 of its AI report, the U.S. Copyright Office affirms that existing copyright laws are adaptable to AI technologies, emphasizing that human authorship is essential for copyright protection of AI-generated outputs.

Link: <https://www.copyright.gov/newsnet/2025/1060.html?utm_source=chatgpt.com>

</details>

<details>

<summary>Seedance 2.0: Legal &#x26; Industry Crisis</summary>

* Massive IP Infringement: The Motion Picture Association (MPA) and SAG-AFTRA have condemned ByteDance, accusing Seedance 2.0 of "unauthorized use of copyrighted works on a massive scale" following viral AI deepfakes of Hollywood stars.
* Privacy Backlash: ByteDance was forced to urgently suspend the "Real-Person Reference" feature after it was shown to replicate an individual's unique voice and likeness using just a single photo, sparking "identity theft" fears.
* Regulatory & Studio Boycott: Major studios like Disney have reportedly issued cease-and-desist orders, while platforms are beginning to restrict Seedance-generated content due to a lack of meaningful copyright safeguards.

</details>

## Resources:

|                                                                             |                                                                                                                                                      |
| --------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------- |
| OpenAI Board Forms Safety and Security Committee                            | <https://openai.com/index/openai-board-forms-safety-and-security-committee/>                                                                         |
| Sony, Warner, Universal Sue Suno, Udio For Training AI on Copyrighted Music | <https://www.bloomberg.com/news/articles/2024-06-24/sony-warner-universal-sue-suno-udio-for-training-ai-on-copyrighted-music?embedded-checkout=true> |
| The jobs being replaced by AI – an analysis of 5M freelancing jobs          | <https://bloomberry.com/i-analyzed-5m-freelancing-jobs-to-see-what-jobs-are-being-replaced-by-ai/>                                                   |
| Runway’s AI video generator trained on thousands of scraped YouTube videos  | <https://www.theverge.com/2024/7/25/24206120/runway-ai-video-generator-scraped-youtube-videos-report>                                                |


# Policy and Regulation

Track and interpret changes in AI policies and regulations worldwide, discussing their impact on the industry and businesses.

## United States:

### AMERICA’S AI ACTION PLAN

The Trump Administration has released America’s AI Action Plan (on July 23, 2025), a sweeping policy roadmap of over 90 federal actions across three pillars—Accelerating Innovation, Building American AI Infrastructure, and Leading International AI Diplomacy & Security—to establish U.S. global dominance in AI through deregulation, export incentives, energy expansion, and workforce development.

{% embed url="<https://www.whitehouse.gov/wp-content/uploads/2025/07/Americas-AI-Action-Plan.pdf>" %}

Executive Order 14110 on "Safe, Secure, and Trustworthy Development and Use of Artificial Intelligence" (October 2023)\
This executive order focuses on ensuring AI safety and security through robust evaluations, policies, and mechanisms to test and mitigate risks.

{% embed url="<https://www.whitehouse.gov/briefing-room/presidential-actions/2023/10/30/executive-order-on-the-safe-secure-and-trustworthy-development-and-use-of-artificial-intelligence/>" %}

#### California SB 1047

SB 1047 is a proposed California bill that aims to regulate the development and deployment of large AI models by requiring safety protocols, testing procedures, and oversight to prevent potential harms.

{% embed url="<https://sd11.senate.ca.gov/news/senator-wieners-groundbreaking-artificial-intelligence-bill-advances-assembly-floor-amendments>" %}

### **UK:**

UK government's announcement of £8.5 million in research grants aimed at improving society's resilience to the risks arising from the development of new AI technologies.

{% embed url="<https://www.gov.uk/government/news/tech-secretary-unveils-85-million-research-funding-set-to-break-new-grounds-in-ai-safety-testing>" %}

### **E.U.:**

The European Parliament has passed the Artificial Intelligence Act, marking the world's first legally binding AI legislation. This act is designed to ensure safety and adherence to fundamental rights while fostering innovation. Key components include:

* Safeguards for general artificial intelligence
* Restrictions on the use of biometric identification systems by law enforcement
* A ban on social scoring and AI that exploits users' vulnerabilities
* Granting consumers the right to lodge complaints and receive meaningful explanations

The act prohibits certain AI applications that pose a threat to citizens' rights and imposes obligations based on the potential risk and impact of AI. The legislation was approved with 523 votes in favor, 46 against, and 49 abstentions. Lawmakers assert that this act will reduce risks, create opportunities, combat discrimination, and enhance transparency while safeguarding workers' and citizens' rights.

{% embed url="<https://www.europarl.europa.eu/news/en/press-room/20240308IPR19015/artificial-intelligence-act-meps-adopt-landmark-law>" %}


# AI Agent

<details>

<summary>What is an AI Agent?</summary>

An AI Agent is a computer program or system that can perceive its environment, make decisions, and take actions. These agents have autonomy, are goal-oriented, can learn, and use logical reasoning. They understand user intentions through inputs and can autonomously plan and execute complex tasks.

</details>

<details>

<summary>Why is an AI Agent important?</summary>

Modern AI Agents are built on the capabilities of large language models (LLMs). Once developed, they will surpass ordinary LLMs in functionality, accomplishing tasks that LLMs cannot. The cases we discussed in the previous section were aimed at providing ideas for constructing AI Agents.

</details>

For more details, check this article from Zapier:

{% embed url="<https://zapier.com/blog/ai-agent/?utm_source=Iterable&utm_medium=email&utm_campaign=itbl-gbl-pgv-ooc-blog_ai_agent_20240529-ctn>" %}
Source: Zapier: What are AI agents?
{% endembed %}

***

<details>

<summary>Learning Resources:</summary>

<table data-header-hidden><thead><tr><th width="342.7083333333333"></th><th width="404.9921875"></th><th data-hidden></th><th data-hidden data-type="content-ref"></th></tr></thead><tbody><tr><td>MIT Tech Review: What Are AI Agents?</td><td><a href="https://www.technologyreview.com/2024/07/05/1094711/what-are-ai-agents/">https://www.technologyreview.com/2024/07/05/1094711/what-are-ai-agents/</a></td><td></td><td></td></tr><tr><td>Building effective agents</td><td><a href="https://www.anthropic.com/research/building-effective-agents">https://www.anthropic.com/research/building-effective-agents</a></td><td></td><td></td></tr><tr><td>Multi AI Agents In Production</td><td><a href="https://insights.crewai.com">https://insights.crewai.com</a></td><td></td><td></td></tr><tr><td>Agents by Google </td><td><a href="https://www.kaggle.com/whitepaper-agents">https://www.kaggle.com/whitepaper-agents</a></td><td></td><td></td></tr><tr><td>Hugging Face Agents Course</td><td><a href="https://huggingface.co/agents-course">https://huggingface.co/agents-course</a></td><td></td><td></td></tr><tr><td>10 Lessons to Get Started Building AI Agents - Microsoft</td><td><a href="https://github.com/microsoft/ai-agents-for-beginners">https://github.com/microsoft/ai-agents-for-beginners</a></td><td></td><td></td></tr><tr><td>OpenAI - A practical guide to building agents</td><td><a href="https://cdn.openai.com/business-guides-and-resources/a-practical-guide-to-building-agents.pdf">https://cdn.openai.com/business-guides-and-resources/a-practical-guide-to-building-agents.pdf</a></td><td></td><td></td></tr><tr><td>Claude Code: Best practices for agentic coding</td><td><a href="https://www.anthropic.com/engineering/claude-code-best-practices">https://www.anthropic.com/engineering/claude-code-best-practices</a></td><td></td><td></td></tr></tbody></table>

</details>

<details>

<summary>Agentic AI Foundation (OpenAI)</summary>

*The Agentic AI Foundation (AAIF)* is a newly established open‑source, neutral governance foundation under the Linux Foundation co‑founded by OpenAI, Anthropic, Block and backed by major tech companies like Google, Microsoft, AWS, Bloomberg, and Cloudflare to standardize, steward, and advance agentic AI technologies—providing interoperable open standards and protocols (such as OpenAI’s AGENTS.md, Anthropic’s Model Context Protocol, and Block’s Goose framework) so developers and organizations can build autonomous, action‑oriented AI systems collaboratively and transparently.

<https://openai.com/index/agentic-ai-foundation/>

</details>


# Skills

### Claude Skills

*Claude Skills* are a new modular feature in Anthropic’s Claude AI that lets Claude dynamically load folders of instructions, scripts, and resources to handle specialized tasks more consistently and efficiently—such as generating formatted documents, applying brand‑specific styles, analyzing data, or running custom workflows—by teaching the model how to perform these tasks in a repeatable way without needing long, repeated prompts.

{% embed url="<https://www.anthropic.com/_next/image?url=https%3A%2F%2Fwww-cdn.anthropic.com%2Fimages%2F4zrzovbb%2Fwebsite%2Fddd7e6e572ad0b6a943cacefe957248455f6d522-1650x929.jpg&w=3840&q=75>" %}

> A skill is a directory containing a SKILL.md file that contains organized folders of instructions, scripts, and resources that give agents additional capabilities.

#### Skills Marketplace

{% embed url="<https://github.com/ComposioHQ/awesome-claude-skills>" %}

{% embed url="<https://skillsmp.com/>" %}

{% embed url="<https://skills.sh/trending>" %}


# Image Generation/Editing Tools

{% hint style="warning" %}
The training data for certain AIGC models, including Stable Diffusion, is currently subject to copyright disputes and legal risks. It is essential to assess these issues in light of the legal standards applicable in your jurisdiction and to approach commercial usage with prudence.
{% endhint %}

### Text to Image Model Leaderboard:

{% embed url="<https://artificialanalysis.ai/image/leaderboard/text-to-image>" %}

### Top-tier Applications:

{% tabs %}
{% tab title="Midjourney" %}
<https://www.midjourney.com/>

Midjourney is an AI image generation platform that transforms text prompts into highly stylized, artist-grade visuals — standing out for its aesthetic quality and creative depth compared to most mainstream text-to-image models.

#### Pros

✔ Exceptional artistic style and visual coherence

✔ Strong community ecosystem and prompt experimentation culture

✔ Frequent model updates improving detail and composition

✔ Excellent for concept art and creative ideation

#### Cons

✘ Less control over precise edits compared to some competitors

✘ Discord-centric workflow may not suit enterprise users

✘ Not optimized for photorealistic commercial product shots
{% endtab %}

{% tab title="Nano Banana Pro " %}
Google’s Nano Banana (standard) brings lightweight multimodal image generation directly into Gemini for mass accessibility, while Nano Banana Pro unlocks higher-quality, API-powered generation for developers via Google AI Studio and partner platforms.

### What’s the Difference?

#### 🟡 Nano Banana (Standard)

* Available directly inside Gemini
* Optimized for fast, lightweight image generation & editing
* Designed for broad consumer access
* Lower compute footprint, conversational workflow

#### 🔵 Nano Banana Pro

* Paid access via Google AI Studio and API integrations (e.g., creative platforms like Runway-style tools)
* Higher image fidelity and stronger prompt adherence
* More suitable for production workflows & commercial deployment
* Designed for developers and creative professionals
  {% endtab %}

{% tab title="Grok Image" %}

{% endtab %}

{% tab title="Flux 2 Pro" %}
Black Forest Labs’ FLUX.2 Pro is its next-generation text-to-image foundation model, pushing higher photorealism, sharper prompt adherence, and stronger typography rendering — positioning it as a serious challenger to proprietary image models.

#### What’s New / Why It Matters

* Improved prompt accuracy with better understanding of complex, multi-object scenes
* Stronger text rendering inside images (a common weakness in diffusion models)
* Higher photorealistic fidelity and lighting realism
* Built for API and commercial deployment use cases

Compared to earlier FLUX versions, FLUX.2 Pro focuses on production-ready outputs and enterprise reliability, rather than purely experimental visuals.

***

#### Pros

✔ Excellent realism and detail consistency

✔ Strong typography handling compared to many diffusion peers

✔ Competitive alternative to closed models

✔ API-friendly for commercial integration

#### Cons

✘ Still competing in a crowded, rapidly evolving image model market

✘ Access and pricing tiers may limit hobbyist usage

✘ Creative “style personality” may feel less distinctive than some art-focused models
{% endtab %}
{% endtabs %}

### AI Image Generation & Edit Platforms

<table data-header-hidden><thead><tr><th width="279.73828125"></th><th></th></tr></thead><tbody><tr><td><strong>Canva</strong></td><td><a href="https://www.lovart.ai/">https://www.lovart.ai/</a></td></tr><tr><td><strong>Adobe Firefly</strong></td><td><a href="https://www.adobe.com/">https://www.adobe.com/</a></td></tr><tr><td><strong>Lovart</strong></td><td><a href="https://www.lovart.ai/">https://www.lovart.ai/</a></td></tr><tr><td></td><td></td></tr></tbody></table>


# Nano Banana 2 / Pro

### Nano Banana 2

Google’s Nano Banana 2 is the second-generation Gemini image generation model, designed to deliver more realistic visuals, stronger text rendering, and improved editing control compared to its predecessor, positioning it as a more production-ready creative engine inside Google’s AI ecosystem.

Pros:

* Improved photorealism and detail consistency over the previous generation
* Better in-image text rendering and layout handling
* Tighter integration with Gemini workflows for conversational image creation and editing
* More reliable multi-object and complex scene generation

Cons:

* Still dependent on prompt quality for best results
* Competes in a crowded high-end image model market
* Advanced creative controls may require experimentation to master

## Nano Banana 2: Command & Parameter Cheat Sheet

Version: 2.0 (Feb 2026)

Scope: Gemini App, AI Studio, and Pro API

### 1. Core Reference Triggers (@ Commands)

| **Command** | **Function**                                                 | **Syntax Example**                                                 |
| ----------- | ------------------------------------------------------------ | ------------------------------------------------------------------ |
| @search     | Triggers live Google Search Grounding for factual accuracy.  | "Generate a schematic of @search\[2026 Tesla Model S Interior]"    |
| @acoustic   | Generates synchronized material-specific audio physics.      | "A ceramic bowl falling on wood floor @acoustic\[shatter]"         |
| @identity   | Locks character consistency across multiple generations.     | "Generate @identity\[Character\_1] in a futuristic Irvine library" |
| @translate  | Native in-image text translation and localization.           | "Update label text to @translate\[Japanese]"                       |
| @fusion     | Blends up to 14 reference images into a single lighting rig. | "Fuse @ref\[1-8] with volumetric lighting @fusion\[HDR]"           |

### 2. Advanced Thinking Parameters (Pro API)

These parameters allow you to control the "Reasoning vs. Speed" balance of the Gemini 3.1 architecture.

* \--thinking\_level \[minimal|dynamic|high]
  * *minimal:* For rapid ideation (1s). Best for social media posts.
  * *dynamic:* Default mode. Automatically balances logic and speed.
  * *high:* For complex infographics, architectural renders, and fine text.
* \--physics\_engine \[enabled|disabled]
  * Set to *enabled* to ensure shadows, reflections, and light fall-off respect real-world optical laws.
* \--upscale \[2k|4k|8k]
  * Directly outputs or upscales the generation to high-fidelity production resolutions.

### 3. Aspect Ratio Presets

Nano Banana 2 supports extreme aspect ratios for specialized marketing formats.

* \--ar 8:1 / 1:8 (Ultra-wide Panoramas / Mobile Scroller Ads)
* \--ar 4:1 / 1:4 (Website Banners / Story Posters)
* \--ar 2.39:1 (Cinematic Anamorphic)

### 4. Best Practices for "Identity Lock"

To maintain 100% character consistency in a storyboard (Irvine Filmmaker Workflow):

1. Step 1: Generate your "Hero Shot" and save the Character ID.
2. Step 2: Use `@identity[ID_Code]` in all subsequent prompts.
3. Step 3: Use `--thinking_level high` to ensure facial micro-details (skin texture, freckles) do not drift during transitions.

### Awesome Nano Banana Pro Prompts

{% embed url="<https://github.com/YouMind-OpenLab/awesome-nano-banana-pro-prompts>" %}


# GPT-4o Image Collection

### <mark style="color:orange;">Rope</mark>

{% embed url="<https://x.com/umesh_ai/status/1917176581254222216>" %}

### <mark style="color:orange;">Brand Pill</mark>

{% embed url="<https://x.com/egeberkina/status/1913225543475945595>" %}

### <mark style="color:orange;">Rug</mark>

{% embed url="<https://x.com/BrettFromDJ/status/1915777957450178608>" %}

### <mark style="color:orange;">Animate</mark>

{% embed url="<https://x.com/madpencil_/status/1915099250079469907>" %}

### <mark style="color:orange;">Cushion</mark>

{% embed url="<https://x.com/gizakdag/status/1912858535643197927>" %}

### <mark style="color:orange;">Paper Craft</mark>

{% embed url="<https://x.com/egeberkina/status/1912521263085482464>" %}

### <mark style="color:orange;">Logo Bookshelves</mark>

{% embed url="<https://x.com/umesh_ai/status/1916517976414495161>" %}


# Midjourney Guide

### Website Address: [https://www.midjourney.com/](https://www.midjourney.com/explore)

### News & Updates:

### <mark style="color:orange;">Omni-Reference</mark>

Midjourney's Omni-Reference is a powerful feature in version 7 that allows users to embed specific characters, objects, or creatures from a reference image into AI-generated artwork, offering precise control over visual elements through adjustable influence settings.

#### Offical Document Link:

<https://docs.midjourney.com/hc/en-us/articles/36285124473997-Omni-Reference>

{% embed url="<https://docs.midjourney.com/hc/article_attachments/36285152349837>" %}

### Midjourney image editor released.

{% embed url="<https://x.com/midjourney/status/1849213115009056919>" %}

\[Midjourneyhas opened its web interface to all users with a limited-time offer of 25 free image generations, marking a significant shift from its previous Discord-only approach.]

A notable update in 2024 introduced a character consistency feature, enabling the reliable creation of diverse comics and animations.

{% embed url="<https://x.com/midjourney/status/1767316749547077824>" %}

#### <mark style="color:orange;">Resources:</mark>

{% tabs %}
{% tab title="ロMidjourneyロ -- MJ Prompt Generator (V6)" %}
<https://chat.openai.com/g/g-tc0eHXdgb-romidjourneyro-mj-prompt-generator-v6>
{% endtab %}

{% tab title="Midjourney Explore Page" %}
This is the Explore page on Midjourney's official website, which showcases a selection of user-generated images curated by the site. These images feature various styles and include specific prompts, making them a valuable resource for users seeking inspiration and guidance. Please log in to access this content.

<https://www.midjourney.com/explore?tab=random>
{% endtab %}
{% endtabs %}

<mark style="background-color:green;">Pricing for Midjourney involves a subscription model, beginning at a monthly rate of $8. Users have the flexibility to choose from various tiers, tailored to accommodate different levels of image production needs.</mark>

### Midjourney Official Document:

For a detailed tutorial, here is the Midjourney official guide:

{% embed url="<https://docs.midjourney.com/docs/quick-start>" %}


# Midjourney Cases

### Cases:

**Prompt:** set of Isometric low poly 3D models of World of warcraft Alliance buildings, designed for game environments, displayed against a white backdrop. Created Using: minimalist low poly technique, high-quality resolution, controlled lighting --v 6.0

<figure><img src="/files/5MK8e5qyiMG3b1Wh2RzX" alt=""><figcaption></figcaption></figure>

Midjourney Logo Design

<https://www.ebaqdesign.com/blog/midjourney-logo-design>


# AI Video Gen Tools

## Leaderboard:

<mark style="color:orange;">**Text-to-Video Leaderboard/Image-to-Video Leaderboard**</mark>

{% embed url="<https://artificialanalysis.ai/embed/text-to-video-leaderboard?tab=leaderboard-text>" %}

## AI Video Generation Apps

{% tabs %}
{% tab title="Seedance" %}
**ByteDance’s Seedance 2.0** is the next‑generation multimodal AI video generation model that creates professional‑grade, narrative‑ready videos from text, images, audio, and video inputs, delivering cinematic motion, lip‑syncing, sound, and scene consistency far beyond typical AI video tools.&#x20;

**What makes it stand out**

* Multimodal inputs: Accepts up to 9 images, videos, audio, and text in one prompt, giving creators director‑like control.&#x20;
* Native video + audio generation: Produces video and synchronized sound in a single pass, reducing the need for post‑production syncing.&#x20;
* Cinematic quality: Generates 1080p (and in some workflows, extended quality) videos with advanced motion, camera movement, and scene planning.&#x20;
* Consistent narratives: Maintains visual and character consistency across multiple shots and scenes, mitigating a key limitation of prior AI video systems.&#x20;
* Stable outputs & ease of use: Lower trial‑and‑error compared with other video models, allowing creators to reliably achieve desired results.&#x20;

**Pros**

* ✔ True director‑style control: More cinematic and controllable than simple text‑to‑video tools.&#x20;
* ✔ Multimodal expressivity: Any combination of text, images, audio, and clips can steer the result.&#x20;
* ✔ High output quality: Videos with smooth motion, logical scene sequencing, and synchronized audio.&#x20;
* ✔ Reduced production cost and time: Faster, more predictable generation simplifies creative workflows.&#x20;

**Cons**

* ✖ Limited full public access: Currently in phased rollout with usage limits tied to platform membership.&#x20;
* ✖ Still emerging ecosystem: As a very new release, tooling, integrations, and workflow standards are evolving.
* ✖ Ethical & copyright debates: Like many generative models, potential rights issues around training data and generated content are being discussed.&#x20;
  {% endtab %}

{% tab title="Runway" %}
Runway is a leading AI creativity platform that empowers creators, filmmakers, and studios with advanced generative tools for text‑to‑video, image, and multimedia content creation and editing, offering high‑fidelity video generation models like Gen‑4.5, intuitive AI‑driven editing tools (e.g., Aleph), and workflows that dramatically streamline production from ideation to cinematic output.

{% endtab %}

{% tab title="Veo 3.1" %}
Google’s *Veo 3.1* is the latest upgrade to its AI text‑to‑video generation model that builds on Veo 3 with stronger prompt adherence, richer native audio, enhanced narrative control, and higher‑quality, longer, cinematic video output (including up to \~1 min clips and precise first‑/last‑frame control) for creators and developers to turn text and images into realistic, story‑driven videos.&#x20;

{% endtab %}

{% tab title="Kling" %}
Kling introduces Kling 3.0, its latest-generation AI video model that delivers more cinematic motion, stronger physical realism, and finer prompt control, positioning it as one of the most advanced text-to-video systems on the market.

{% embed url="<https://youtu.be/XD_7FNPhZQY>" %}
{% endtab %}

{% tab title="Sora 2" %}

{% endtab %}

{% tab title="Hailuo" %}
*Hailuo AI* is an advanced AI‑powered video generation platform from Chinese AI company MiniMax that transforms text and image prompts into high‑quality, cinematic videos with intuitive controls and multi‑modal creativity tools, making professional‑level video creation accessible to creators and marketers alike.
{% endtab %}

{% tab title="LTX Studio" %}
Lightricks launches LTX Studio, an end-to-end AI filmmaking platform that turns scripts into structured storyboards, shots, and scenes with consistent characters and cinematic control, redefining how long-form narrative video is created with AI.

{% endtab %}

{% tab title="Remotion" %}
<https://www.remotion.dev/>

Remotion provides a developer-first video generation platform that lets teams create fully programmable, dynamic videos using React and code instead of timelines, making video production scalable, automatable, and deeply customizable.
{% endtab %}
{% endtabs %}

### OpenSource Models:

{% tabs %}
{% tab title="Wan" %}
*Wan* is Alibaba’s advanced AI video generation platform and model family (e.g., Wan 2.1, 2.2, 2.5, 2.6) that turns text and image inputs into high‑quality cinematic videos—with strong instruction following, reference character consistency, synchronized audio, and open‑source options—lowering the barrier for creators and developers to generate professional visuals without traditional production pipelines.
{% endtab %}

{% tab title="HunYuan" %}

### <mark style="color:orange;">Tencent HunYuan Opensource VideoGen model</mark>

Chinese internet giant Tencent has launched HunyuanVideo, an open-source AI model with 13 billion parameters, designed to generate high-quality videos from text prompts, offering state-of-the-art video quality and motion.

{% embed url="<https://aivideo.hunyuan.tencent.com/>" %}
{% endtab %}
{% endtabs %}

***

### Platforms:

* Artlist <https://artlist.io/>
* Openart <https://openart.ai/>

***

### Virtual Avatar / Digital Human

{% hint style="danger" %}
The information provided in this section regarding tools and guidelines for creating virtual avatars/digital humans is intended for educational and research purposes only. We strongly condemn any form of illegal activities, including but not limited to fraud, privacy invasion, or any other actions that could harm others. Readers are responsible for ensuring that their use of these tools and technologies complies with local laws and ethical standards, and are accountable for the outcomes of their use. We do not bear responsibility for any legal issues or ethical disputes that may arise from the misuse of the provided information.
{% endhint %}

{% tabs %}
{% tab title="Heygen" %}

<https://www.heygen.com/>

Currently, this stands as one of the top AI avatar creation apps, offering the option to either utilize digital human figures directly from the platform or to clone your own appearance and voice. It boasts multilingual translation capabilities for videos, with a choice of more than 40 languages.

**HeyGen Avatar 3.0** introduces next-level AI with dynamic emotions, singing capabilities, and the ability to create fully customizable digital clones

{% embed url="<https://youtu.be/zxbSV98VnhY?si=Q60ESEwkMlhTvzhv>" %}
{% endtab %}

{% tab title="Nvidia ACE" %}
At Computex 2024 Nvidia revealed their new digital human microservices. NVIDIA ACE is a suite of digital human technologies, packaged as easy-to-deploy, fully optimized microservices, also known as NVIDIA NIM.

{% embed url="<https://youtu.be/8xMeIwBnIpU?si=6Mw9tiHrPf8CV0c5>" %}
Nvidia ACE
{% endembed %}

> NVIDIA Releases Digital Human Microservices, Paving Way for Future of Generative AI Avatars

{% embed url="<https://nvidianews.nvidia.com/news/digital-humans-ace-generative-ai-microservices>" %}
{% endtab %}

{% tab title="D-ID" %}

<https://www.d-id.com/>

D-ID is a company that provides innovative AI video and avatar generation services.&#x20;

{% embed url="<https://youtu.be/YduWqN-OzWU?si=GjvVSUufjqI6JLT5>" %}

{% embed url="<https://www.d-id.com/news/techcrunch-d-id-launches-new-high-quality-avatars/>" %}
{% endtab %}
{% endtabs %}


# Seedance 2.0:  User Guide

{% embed url="<https://seed.bytedance.com/en/seedance2_0>" %}

## Seedance 2.0: Comprehensive English User Guide

### 1. Introduction to Seedance 2.0

Seedance 2.0 represents a breakthrough in generative AI, utilizing a unified multimodal audio-video joint generation architecture. Unlike traditional models that rely solely on text-to-video diffusion, Seedance 2.0 integrates text, image, audio, and video inputs into a single framework. This architecture provides the industry’s most comprehensive suite of multimodal content reference and editing capabilities, allowing for unprecedented creative precision.

#### Key Value Propositions

* **Immersive Audio-visual Experience:** Achieve ultra-realistic results through exceptional motion stability and native audio-video synchronization.
* **Director-level Control:** Move beyond "prompting" to "directing" by exerting granular control over performance, lighting, and cinematography through multimodal references.
* **Cinematic Output:** Generate high-fidelity assets aligned with professional industry standards, significantly reducing production cycles for professional creators.

\--------------------------------------------------------------------------------

### 2. Platform Access and Getting Started

Seedance 2.0 is officially hosted on the Jimeng platform (also known as "Jimeng" in Chinese contexts). To ensure optimal performance and access to the latest feature set, follow these steps:

* Official URL:&#x20;
* Model Selection: Locate the model selection toggle within the generation settings panel. Select your desired engine based on current requirements:
  * Seedance 2.0: The flagship full-power model, optimized for maximum quality and high-fidelity reference adherence.
  * Seedance 2.0 Fast: A high-efficiency alternative optimized for lower latency.
  * Pro-Tip: During peak traffic hours when server pressure is high, switch to Seedance 2.0 Fast to maintain a smooth creative workflow. This model remains an underutilized resource for power users looking to bypass wait times.

\--------------------------------------------------------------------------------

### 3. Unified Multimodal Architecture

Seedance 2.0 supports four distinct input modalities. While each serves a specific functional role, the Text modality acts as the "connective tissue," resolving ambiguities and bridging the gap between visual references and auditory atmospheres.

#### Supported Input Modalities

| Modality | Technical Input Type            | Functional Role in Generation                                    |
| -------- | ------------------------------- | ---------------------------------------------------------------- |
| Text     | Natural language prompts        | Resolves semantic conflict and bridges other reference inputs.   |
| Image    | Static visual uploads (JPG/PNG) | Defines visual style, character traits, and initial composition. |
| Audio    | Sound clips or temporal guides  | Establishes the rhythmic pacing and emotional atmosphere.        |
| Video    | Short reference clips (MP4/MOV) | Dictates character kinetics and complex camera trajectories.     |

\--------------------------------------------------------------------------------

### 4. Advanced Reference-Based Creation

The "Reference Ability" of Seedance 2.0 is the platform's primary differentiator. To maximize the accuracy of your output, utilize references according to the following instructional guidelines:

* Prioritize Image References for Consistency: To maintain character features and precise screen composition across multiple generations, upload a high-resolution base image.
* Define Kinetics through Video References: Use video clips to specify complex character choreography or specific camera movement changes that are difficult to articulate through text alone.
* Synchronize Atmosphere with Audio: Incorporate audio files to set the tempo of the visual generation. Seedance 2.0 will align the motion within the video to the rhythm and mood of the soundscape.
* Refine Narratives with Prompts: Use text to direct the overall narrative flow. When using multiple references (e.g., an image and an audio clip), the text prompt should be used to describe the action that links the two.

\--------------------------------------------------------------------------------

### 5. Director-Level Creative Controls

The Seedance 2.0 interface allows creators to configure specific technical parameters through multimodal references. When setting up your creative environment, ensure the following parameters are addressed to achieve cinematic-grade efficiency:

#### Creative Parameter Checklist

* Character Choreography and Behavioral Consistency: Control the kinetics and physical performance of subjects via video references.
* Lighting Schematics: Define the source, intensity, and temperature of light within the scene to match professional lighting setups.
* Spatial Depth and Occlusion: Manage the relationship between foreground and background elements for realistic spatial depth.
* Cinematographic Trajectory: Manage pans, tilts, zooms, and complex tracking shots by utilizing motion guides.

\--------------------------------------------------------------------------------

### 6. Model Performance and Benchmarks

The Seedance 2.0 architecture has been rigorously validated against SeedVideoBench-2.0, an industry-leading internal evaluation framework.

#### Multi-Dimensional Evaluation

Internal benchmarks, visualized through comprehensive Radar Charts, indicate that Seedance 2.0 maintains a leading position across three primary categories:

1. Text-to-Video: High semantic alignment and prompt adherence.
2. Image-to-Video: Superior temporal stability and preservation of image fidelity.
3. Multimodal Integration: The industry's best performance in simultaneous multi-source synthesis.

The model consistently demonstrates a "balanced pentagon" of performance on evaluation charts, particularly excelling in motion stability and semantic alignment compared to its predecessors.


# Kling 3.0

### 1. Executive Summary

Kling AI 3.0 represents a structural shift in generative video, moving from simple "clip generation" to a "Director-Centric" ecosystem. With the introduction of the Canvas Agent, Kling AI provides a unified workspace for managing multi-shot narratives, significantly reducing the randomness typically associated with AI video tools.

### 2. Key Features and Capabilities

#### 2.1 Video Generation (The Omni Engine)

* Extended Duration: Supports native generation of up to 15 seconds of high-coherence video, currently an industry-leading standard.
* 4K Ultra HD: Native support for 4K output, delivering professional-grade detail suitable for commercial advertising and film production.
* Physics & Consistency: Powered by Subject Consistency 2.0, the model ensures that character traits, clothing, and environmental lighting remain identical across multiple camera angles.

#### 2.2 Kling IMAGE 3.0

The image model has been upgraded to support professional design workflows:

* Image Series: Generate a sequence of connected frames to create high-fidelity storyboards.
* Multi-Reference Fusion: Allows users to combine Character References (cref) and Style References (sref) within a single generation pass.

#### 2.3 Canvas Agent (New Workspace)

The Canvas Agent is a dedicated environment for "Iterative Narrative Editing":

* Storyboard Management: Organize and preview multiple shots in a single interface to ensure narrative flow.
* Natural Language Direction: Users can request specific camera movements (e.g., "Add a 3-second zoom-in shot of the object") directly within the agent.
* Visual Logic Sync: Automatically analyzes previous shots to ensure visual logic remains consistent in subsequent generations.

### 3. Pricing and Membership Quotas

| **Plan Level**    | **Daily Credits** | **Max Video Length** | **Resolution** |
| ----------------- | ----------------- | -------------------- | -------------- |
| Free              | 66 (Non-expiring) | 5 Seconds            | 720p           |
| Standard ($10/mo) | 660 per month     | 10 Seconds           | 1080p          |
| Ultra ($180/mo)   | Priority Access   | 15 Seconds           | 4K Ultra HD    |

Note: Credits included in monthly plans expire at the end of the billing cycle. Only manually "Purchased" add-on credits remain permanent on the account.

### 4. Known Technical Limitations

* Physical Interaction: Complex movements (such as two people hugging or intricate hand-object interaction) may still exhibit minor visual "melting" artifacts.
* Feature Rollout: 4K resolution and 15-second generations are currently being deployed in waves, starting with Ultra subscribers.

### 5. Frequently Asked Questions

#### How does Kling 3.0 compare to Sora 2?

Kling 3.0 is superior in Image-to-Video tasks and Storyboard Control via the Canvas Agent. Sora 2 Pro maintains a slight advantage in "Cinematic Atmosphere" for broad Text-to-Video prompts.

#### Commercial Usage Rights

Paid subscribers (Standard tier and above) hold full commercial rights to their generations. Free users are strictly limited to personal, non-commercial use.


# Coding Tools

ToolsAI & Software Development

<details>

<summary>Vibe Coding</summary>

This is where coding meets flow. Vibe coding is more than just writing code—it’s an approach and a mindset. It’s about working in a creative state, turning programming into exploration and expression, making tech intuitive and fun.\
Put simply, **vibe coding is like writing down your ideas and letting the computer turn them into code—something anyone can do.**

</details>

<details>

<summary>Spec Coding</summary>

Spec Coding is the practice of "designing a flawless blueprint before building the house."

Instead of jumping straight into writing software, developers first create a precise mathematical description (the Specification) of exactly how the program must behave. By defining every rule and edge case in advance, they can prove the logic is perfect before a single line of actual code is written. It is essentially extreme planning used to ensure that critical systems—like those in airplanes or banks—are bug-free and fail-safe.

</details>

***

## <mark style="color:purple;">Agentic Development Platform</mark>

{% tabs %}
{% tab title="Cursor" %}
**Cursor**

<https://www.cursor.com/>

Cursor is an innovative AI-powered code editor that combines the functionality of traditional IDEs with advanced machine learning capabilities to enhance developers' productivity and coding experience.

{% embed url="<https://www.cursor.com/videos/cmdkloop2.mp4>" %}
{% endtab %}

{% tab title="Claude Code" %}
*Anthropic launches Claude Code, a terminal-native agentic coding assistant that drops Claude Opus 4.1 into your existing IDE/CLI so it can deeply understand your codebase, edit files, run shell/Git commands, and connect to MCP servers like GitHub to automate everyday dev work.*&#x20;

{% embed url="<https://youtu.be/AJpK3YTTKZ4?si=n34dUwRhnRiZdgUR>" %}
{% endtab %}

{% tab title="Codex" %}
*OpenAI’s Codex* is a powerful AI‑driven software engineering agent and coding assistant that translates natural language into working code, understands and edits repositories, writes features, fixes bugs, runs tests, and proposes pull requests in parallel—helping developers automate software development workflows and accelerate coding productivity across IDEs, terminals, cloud environments, and tools like ChatGPT.&#x20;

{% endtab %}

{% tab title="Firebase" %}

### <mark style="color:orange;">**Google**</mark> <mark style="color:orange;"></mark><mark style="color:orange;">Firebase</mark>

Google just dropped Firebase Studio — their all-in-one AI coding platform.

{% embed url="<https://x.com/Firebase/status/1910001005565284761>" %}
{% endtab %}

{% tab title="Github Spark" %}
GitHub Spark is an AI-powered tool that enables users to build, share, and manage micro apps with natural language, without needing to write or deploy any code, offering features like automatic history, managed runtime environment, and persistent data storage.

<https://githubnext.com/projects/github-spark>

{% embed url="<https://youtu.be/oM2amcnVmzM?si=CiTp7iZYAr8278hf>" %}
{% endtab %}

{% tab title="Replit Agent" %}
Replit

<https://replit.com/>

Replit Agent is an AI-powered tool that can build entire deployable applications from natural language prompts, handling everything from code generation to database setup and deployment.&#x20;

{% embed url="<https://youtu.be/IYiVPrxY8-Y?si=fFnatxdY5UTu6HLq>" %}
{% endtab %}

{% tab title="Google Antigravity" %}
<https://antigravity.google/download>

Google has introduced Antigravity, an AI-first integrated development environment where autonomous agents powered by Gemini 3 Pro handle planning, coding, testing, and verification across editor, terminal, and browser—redefining software development as a high-level, agent-driven process instead of manual coding.
{% endtab %}
{% endtabs %}

### AI Front End tools

{% tabs %}
{% tab title="Bolt.new" %}
Bolt.new is a brand new innovative platform by StackBlitz that allows developers to prompt, run, edit, and deploy full-stack web applications within an AI-powered development sandbox.

<https://bolt.new>

{% endtab %}

{% tab title="Lovable" %}
[https://lovable.dev](https://lovable.dev/?gad_source=1\&gbraid=0AAAAA-iIxGf7pAxRb1Bbu8ilVMkCw2NP5\&gclid=Cj0KCQjw5azABhD1ARIsAA0WFUFmS0zQt3m9r59cCIcLWx4ielEvDJFOyPE5kSEkEVSj3YhKa_gFIo4aAmtzEALw_wcB#via=a3)
{% endtab %}

{% tab title="V0" %}
V0 by Vercel

<https://v0.dev/>
{% endtab %}

{% tab title="Framer" %}
Framerは、シンプルなテキストプロンプトから完全に構造化されたレスポンシブなWebレイアウトを即座に生成するAI搭載ツール「Wireframer」をリリースしました。これにより、デザイナーはゼロから始めることなく、ランディングページやポートフォリオなどのプロトタイプを迅速に作成できます。

<https://www.framer.com/wireframer/>
{% endtab %}
{% endtabs %}

***

### <mark style="color:purple;">AI Code Review</mark>

{% tabs %}
{% tab title="Coderabbit" %}
{% embed url="<https://www.coderabbit.ai/>" %}

CodeRabbit is an AI-powered code review platform that delivers context-aware, line-by-line feedback on pull requests, significantly reducing manual review time and enhancing code quality. Unlike traditional linters or static analysis tools, CodeRabbit leverages advanced language models to understand code semantics, architectural patterns, and developer intent, providing nuanced suggestions and facilitating collaborative discussions directly within GitHub or GitLab.
{% endtab %}

{% tab title="Second Tab" %}

{% endtab %}
{% endtabs %}

### <mark style="color:purple;">Documentation</mark>

{% tabs %}
{% tab title="Deepwiki" %}
<https://deepwiki.com>

DeepWiki is an AI-powered documentation tool developed by Cognition Labs—the creators of the AI developer assistant Devin—that automatically transforms any GitHub repository into an interactive, wiki-style knowledge base with visual diagrams and a conversational AI assistant.
{% endtab %}

{% tab title="Second Tab" %}

{% endtab %}
{% endtabs %}

***

## <mark style="color:purple;">Agentic AI Software Engineer</mark>

{% tabs %}
{% tab title="Devin" %}
Cognition has recently unveiled its inaugural AI software engineer named Devin. This AI functions as an autonomous agent with the capability to independently navigate and resolve engineering dilemmas, employing its shell, code editor, and web browser for tasks. Devin has impressively aced real engineering interviews at renowned AI corporations and has executed tangible projects on Upwork, showcasing its practical skills and reliability in the field.

**Update: Devin 2.0**

{% embed url="<https://cognition.ai/blog/devin-2>" %}

<https://devin.ai/>

{% hint style="info" %}
Microsoft and Cognition Labs have announced a partnership to bring Devin, Cognition's autonomous AI software engineer, to Microsoft's developer ecosystem.
{% endhint %}
{% endtab %}

{% tab title="Cosine Genie" %}

<https://cosine.sh/>

{% embed url="<https://youtu.be/7XrTkhaI4zs>" %}

:&#x20;
{% endtab %}

{% tab title="OpenDevin" %}
An Open Platform for AI Software Developers as Generalist Agents

<https://huggingface.co/papers/2407.16741>
{% endtab %}

{% tab title="Kiro" %}

{% endtab %}
{% endtabs %}


# Website Development

### AI Website Builder by web hosting platforms

{% tabs %}
{% tab title="Godaddy Airo" %}
{% embed url="<https://www.godaddy.com/airo>" %}

GoDaddy Airo is an AI-powered solution that enables small businesses to quickly generate domain names, websites, logos, social media campaigns, and more, streamlining the process of establishing and growing an online presence.
{% endtab %}

{% tab title="Wix" %}
{% embed url="<https://static.wixstatic.com/media/dea07e_e844de0f23a84e28be76efab4b52d674f001.jpg/v1/fill/w_1329,h_689,al_c,q_85,usm_0.33_1.00_0.00,enc_auto/dea07e_e844de0f23a84e28be76efab4b52d674f001.jpg>" %}

<https://www.wix.com/ai-website-builder>
{% endtab %}
{% endtabs %}

### AI Website Builder&#x20;

{% tabs %}
{% tab title="Dora AI" %}
<https://www.dora.run/ai>
{% endtab %}

{% tab title="Relume" %}
<https://www.relume.io/>
{% endtab %}

{% tab title="GPT Engineer" %}
<https://gptengineer.app/>

Chat with AI to build web apps. Sync with GitHub. One-click deploy.
{% endtab %}

{% tab title="Wegic" %}
<https://wegic.ai/>

AI website builder
{% endtab %}
{% endtabs %}

### UI Generate

{% tabs %}
{% tab title="V0 Chat" %}
<https://v0.dev/chat>

v0 by Vercel is a public beta AI-powered tool that helps developers generate UI, ask questions, debug, execute code, and perform various other tasks to assist in shipping software projects.
{% endtab %}
{% endtabs %}


# Cursor Resources & Cases

<https://www.cursor.com/>

Cursor is an innovative AI-powered code editor that combines the functionality of traditional IDEs with advanced machine learning capabilities to enhance developers' productivity and coding experience.

### <mark style="color:orange;">**Premade Prompts for Cursor:**</mark>

{% embed url="<https://cursor.directory>" %}

### <mark style="color:orange;">**Cases:**</mark>

{% tabs %}
{% tab title="Cursor + V0 to build UI" %}
{% embed url="<https://x.com/mckaywrigley/status/1827833269259530275>" %}
{% endtab %}

{% tab title="8 year old girl " %}
{% embed url="<https://x.com/rickyrobinett/status/1825581674870055189?ref_src=twsrc%5Etfw%7Ctwcamp%5Etweetembed%7Ctwterm%5E1825581674870055189%7Ctwgr%5E033be4845c853072d480053b93018d8bf94660cc%7Ctwcon%5Es1_&ref_url=https%3A%2F%2Fcdn.iframe.ly%2FohDDR9M%3Fapp%3D1>" %}
{% endtab %}

{% tab title="Untitled" %}

{% endtab %}
{% endtabs %}


# AI App Development Tool

#### Resources to build AI Applications:

{% tabs %}
{% tab title="Dify.ai" %}
Dify.ai is a powerful platform that enables users to easily build and deploy AI applications by orchestrating components through a graphical interface, without requiring extensive coding knowledge.

<https://dify.ai/>

{% embed url="<https://youtu.be/A0w9JAUZwbk?si=45IazW9aQhNbAheW>" %}

Dify's Offical tutorial YouTube channel: <https://www.youtube.com/@dify_ai>
{% endtab %}

{% tab title="Langchain" %}
LangChain is an open-source Python library that simplifies the process of building applications with large language models by providing tools and abstractions for integrating LLMs, creating chains and agents, and managing memory and storage.

<https://www.langchain.com/>

{% endtab %}

{% tab title="e2b.dev" %}
Code Interpreting for AI Apps

<https://e2b.dev>

<https://github.com/e2b-dev/code-interpreter>
{% endtab %}

{% tab title="Cohere" %}
Cohere is a leading enterprise AI platform that provides advanced language models and tools for generative AI, search and discovery, and advanced retrieval, offering flexible deployment options and optimized solutions built on the language of business to help companies develop scalable and efficient AI-powered applications.

{% embed url="<https://cohere.com/>" %}
{% endtab %}
{% endtabs %}


# Music Generation

AI & Music Generation

### Music Leaderboard:

{% embed url="<https://artificialanalysis.ai/music/arena?tab=leaderboard&mode=instrumental>" %}

### Music Gen Tools:

{% tabs %}
{% tab title="Suno" %}
<https://app.suno.ai/>

*Suno AI* is an innovative AI music creation platform and generative audio workstation that transforms simple text prompts into fully produced original songs—complete with vocals, genre‑appropriate instrumentation, lyrics, and arrangements—making professional‑level music composition accessible to everyone via web and mobile apps.

{% endtab %}

{% tab title="Udio" %}
<https://www.udio.com/>

This is a brand new online service for AI-generated music that excels particularly in areas such as classical music, delivering impressive outcomes.
{% endtab %}

{% tab title="ElevenLabs" %}
ElevenLabs has just launched Eleven Music, a new AI music-generation platform that lets users—from creators to businesses—instantly generate studio-grade tracks with vocals or instrumentals in multiple languages from natural‑language prompts, backed by licensing deals with Merlin Network and Kobalt to ensure broad commercial use.

{% embed url="<https://x.com/elevenlabsio/status/1952754097976721737>" %}
{% endtab %}

{% tab title="Google Lyria 3" %}

#### What’s New / Why It Matters

* Improved audio quality & coherence across longer musical structures
* Better style conditioning and genre control
* Designed for integration into creative tools and music workflows
* Built with a stronger emphasis on responsible AI music generation and artist alignment

Compared to earlier experimental music models, Lyria 3 focuses more on production-ready output rather than just short demo clips, signaling a shift toward commercial viability.

***

#### Pros

✔ Higher fidelity and longer musical continuity

✔ More precise control over genre and vibe

✔ Backed by Google’s large-scale research infrastructure

✔ Strong positioning for creative tool integrations

#### Cons

✘ Limited public access (primarily showcased in controlled demos)

✘ Competitive landscape includes strong rivals in generative music

✘ Professional musicians may still prefer human-led composition workflows

{% embed url="<https://youtu.be/Op8X8RmiE98?si=-RqasHNAgvUiFgL7>" %}
{% endtab %}
{% endtabs %}


# Suno Guide

<https://suno.com/>

Upon logging in, you'll see the following interface. I've captured screenshots of the key features.

<figure><img src="/files/nVSfNXrW3tt1jCE6mhuF" alt=""><figcaption></figcaption></figure>

1 Turn on the custom button you can choose the style, Lyrics, models and etc. for the song you want to generate.

2 Choose the Model version, currently, 3.5 is the best model for Suno

3 You could upload an audio as a reference if you want.&#x20;

4 Lyrics. You could write your own or ask ChatGPT to generate one.&#x20;

5 Instrumental. If turned on, it will generate instrumental music without vocals or lyrics.


# Voice Generation Tools

AI & Voice Generation

{% hint style="danger" %}
The information provided in this section regarding tools and guidelines for creating human voices is intended for educational and research purposes only. We strongly condemn any form of illegal activities, including but not limited to fraud, privacy invasion, or any other actions that could harm others. Readers are responsible for ensuring that their use of these tools and technologies complies with local laws and ethical standards, and are accountable for the outcomes of their use. We do not bear responsibility for any legal issues or ethical disputes that may arise from the misuse of the provided information.
{% endhint %}

### Text-to-Speech Tool Ranking:

{% embed url="<https://artificialanalysis.ai/text-to-speech/leaderboard>" %}

#### Best Voice Generating/Cloning Tools

{% tabs %}
{% tab title="ElevenLabs" %}

<https://elevenlabs.io/>

Founded in 2022, Elevenlabs is a newcomer that has rapidly become one of the hottest natural language processing (NLP) service providers in the industry.&#x20;

{% endtab %}

{% tab title="MiniMax" %}
*MiniMax Voice* (often delivered through MiniMax Audio) is MiniMax’s advanced AI text‑to‑speech and voice synthesis platform that transforms text into ultra‑realistic, natural human‑like speech with support for hundreds of voices, voice cloning from samples, and customizable voice creation via descriptive prompts—empowering creators, developers, and businesses to generate high‑quality audio in dozens of languages with fine‑tuned tone, accent, and emotion.
{% endtab %}
{% endtabs %}

#### OpenSource Apps

{% tabs %}
{% tab title="IndexTTS2" %}
*IndexTTS2* is a next‑generation text‑to‑speech (TTS) AI model from the IndexTeam / Bilibili that delivers industrial‑level, zero‑shot speech synthesis with precise duration control, expressive emotional control, and high‑fidelity voice cloning—letting users generate natural, human‑like speech that matches specified emotion, tone, and timing directly from text or reference audio, ideal for dubbing, audiobooks, and multimedia applications.

{% endtab %}

{% tab title="Second Tab" %}

{% endtab %}
{% endtabs %}


# ElevenLabs Tutorial

### Official using Documents:

{% embed url="<https://elevenlabs.io/docs/voices/overview>" %}

### Official Tutorial Video:

{% embed url="<https://youtu.be/oD0ADULb_2w?si=h_qml345TkmHziQH>" %}

### Professional Voice Cloning

{% embed url="<https://youtu.be/oD0ADULb_2w?si=h_qml345TkmHziQH>" %}

For more info please check the official docs:

<https://elevenlabs.io/docs/introduction>

## ElevenLabs Conversational AI

{% embed url="<https://www.youtube.com/watch?v=v-EYzZCLF48&ab_channel=ElevenLabs>" %}


# AI Browsers

AI Browser/ AI Search Engine

## AI Browsers

{% tabs %}
{% tab title="ChatGPT Atlas" %}
ChatGPT Atlas by OpenAI is a newly launched AI‑powered web browser that integrates the ChatGPT interface directly into your browsing experience, offering a sidebar chat companion, webpage summarization, product and content comparison, personalized memory of your behavior, and an “agent mode” that can navigate websites and perform tasks on your behalf—all initially available globally for macOS, with Windows, iOS and Android versions coming soon.

{% embed url="<https://www.youtube.com/live/8UWKxJbjriY?si=v9gk5fU_U9MCHrPR>" %}
{% endtab %}

{% tab title="Dia" %}
The Browser Company has rolled out Dia, an AI‑first browser currently in beta for macOS that places a contextual assistant—powered by a “skills” system—right in your address bar and sidebar, letting you summarize content, draft emails, shop smarter, and interact directly with tabs and browsing history without switching apps

<https://www.diabrowser.com/>

{% embed url="<https://youtu.be/YVOw0TAO9ok?si=sr0EuQa8NV6qbE7o>" %}
{% endtab %}

{% tab title="Fellou" %}

### Fellou

<https://fellou.ai/>

Fellou, the world’s first true *agentic browser*, which doesn’t just display web pages but autonomously thinks, navigates, clicks, and compiles insights—letting you delegate complex workflows and deep research across public and private platforms via intuitive natural-language commands
{% endtab %}

{% tab title="Perplexity Comet" %}
<https://www.perplexity.ai/comet>

Perplexity AI has launched Comet, a Chromium‑based AI‑powered web browser that transforms browsing into a conversational assistant—organizing tabs, retaining context across sessions, automating tasks like summarizing articles, shopping, emailing, calendar management and even food ordering—all currently available to Perplexity Max subscribers with broader invite access rolling out through the summer of 2025.
{% endtab %}

{% tab title="Chrome" %}
Chrome AI Mode

{% embed url="<https://labs.google.com/search?source=srp&authuser=0>" %}
{% endtab %}
{% endtabs %}


# AI Agent Tools

(2025 Edition)

### 1. Top Developer Frameworks

{% hint style="success" %}
These frameworks define the reasoning logic and multi-agent collaboration patterns—the "skeleton" of any AI Agent.
{% endhint %}

{% tabs %}
{% tab title="LangGraph" %}
Currently the industry standard for building complex, stateful agents. It allows developers to define agent logic as a "graph," enabling loops and error-correction cycles that traditional linear chains cannot handle.
{% endtab %}

{% tab title="CrewAI" %}
A framework focused on "Role-Playing" collaboration. You can define specialized agents (e.g., Researcher, Writer, Editor) and let them work as a team to complete structured workflows like content creation or market analysis.
{% endtab %}

{% tab title="Microsoft AutoGen" %}
A pioneering framework for multi-agent conversations, supporting highly customizable patterns for complex human-machine and agent-to-agent interactions.
{% endtab %}
{% endtabs %}

### 2. Connectivity & Protocols

{% hint style="success" %}
These solve the problem of how agents access external data and tools securely and efficiently.
{% endhint %}

{% tabs %}
{% tab title="Anthropic MCP (Model Context Protocol)" %}
A milestone open standard introduced by Anthropic. MCP eliminates "data silos" by allowing developers to build an MCP Server once. Any compatible AI model (Claude, GPT, etc.) can then instantly access local files, databases, or tools (Slack, GitHub) without custom integration code.
{% endtab %}

{% tab title="Google A2A" %}

{% endtab %}

{% tab title="LlamaIndex" %}
LlamaIndex The go-to library for RAG (Retrieval-Augmented Generation). It connects agents to vast amounts of private data, ensuring they have the context needed to answer specialized questions.
{% endtab %}
{% endtabs %}

### 3. Automation & Business Platforms

{% hint style="success" %}
Ideal for non-developers or teams prioritizing rapid deployment.
{% endhint %}

{% tabs %}
{% tab title="n8n" %}
The preferred open-source alternative to Zapier. It is highly popular in Europe and the US among technical users because it can be self-hosted and has deep support for AI nodes (LangChain, Vector DBs).

{% embed url="<https://n8n.io/>" %}
{% endtab %}

{% tab title="Make.com" %}
Make.com is a versatile online platform that allows users to create custom workflows and automate tasks by connecting different applications and services without requiring coding knowledge.

<https://www.make.com/en>

{% embed url="<https://youtu.be/ADpijI_TqnE>" %}
{% endtab %}

{% tab title="Zapier" %}
<https://zapier.com/ai>

Zapier is a flagship application in the automation field, and after integrating LLM functionality, its use cases and capabilities have been greatly enhanced
{% endtab %}
{% endtabs %}

### 4. Leading "Out-of-the-Box" Agents

{% hint style="success" %}
Ready-to-use agents designed to solve specific domain problems.
{% endhint %}

#### Autonomous Task Solvers:

{% tabs %}
{% tab title="Manus" %}
{% embed url="<https://manus.im/>" %}

A groundbreaking general-purpose agent that can handle complex web-based tasks autonomously.

{% embed url="<https://youtu.be/K27diMbCsuw?si=7BqyWIpXRzIWajRG>" %}
{% endtab %}

{% tab title="OpenAI Operator" %}
The official agent from OpenAI designed to use a browser like a human (e.g., to book travel or research).
{% endtab %}
{% endtabs %}

#### Vertical Enterprise Agents:

* Moveworks: Leading AI agent for IT and HR support.
* Gong / 6sense: Specialized agents for sales and revenue intelligence.

***


# Case: Altera Project Sid

<https://altera.al/>

Altera AI's Project Sid is like a giant virtual experiment where over 1,000 artificial intelligence (AI) characters work together in a Minecraft world. These AI characters, called agents, can think and act on their own without humans telling them what to do. They can play Minecraft for hours or even days, building things, trading items, and even creating their own society. The AI agents have developed their own economy using gems as money, formed religions, and even set up a basic government where they vote on rules. It's as if a whole civilization of robots is living inside the game, figuring out how to work together and solve problems. Scientists are using Project Sid to learn more about how AI can cooperate and create complex societies, which could help them develop smarter and more helpful AI in the future.

{% embed url="<https://youtu.be/2tbaCn0Kl90?si=QGaFtGmrME_7uazi>" %}

Social Media

X: <https://x.com/altera_al>

<https://playlabs.altera.al/discover>


# Case: Generative Agents: Interactive Simulacra of Human Behavior

The paper "Generative Agents: Interactive Simulacra of Human Behavior" introduces computational software agents that simulate believable human behavior using large language models, enabling them to perform daily activities, form opinions, interact with each other, and exhibit emergent social behaviors in an interactive sandbox environment.

Paper Link: <https://arxiv.org/abs/2304.03442>

Github Code: <https://github.com/joonspk-research/generative_agents>

{% embed url="<https://github.com/joonspk-research/generative_agents/raw/main/cover.png>" %}
Virtual Small Town
{% endembed %}


# Make.com Tutorial

Current AI agent-building tools are not user-friendly for the average person. For instance, Autogen and CrewAI require professional installation and debugging, posing significant challenges, especially for non-software engineering professionals. In contrast, the website Make is a no-code solution that can be used directly, greatly lowering the entry barrier and enabling most people to build their own AI agents.

<https://www.make.com/en>

**Here is an introduction:**

{% embed url="<https://youtu.be/ADpijI_TqnE>" %}

Here is the official YouTube channel of Make.com, which features various tutorials guiding you on how to use this tool to build different AI workflows and AI applications: <https://www.youtube.com/@itsmake>


# Microsoft AutoGen

Microsoft AutoGen is an open-source framework developed by Microsoft that enables developers to create complex large language model applications using multiple conversational intelligent agents. These agents can work together to accomplish tasks.

{% embed url="<https://youtu.be/KuX_dkqr7UY>" %}

<https://microsoft.github.io/autogen/>

{% embed url="<https://microsoft.github.io/autogen/assets/images/autogen_agentchat-250ca64b77b87e70d34766a080bf6ba8.png>" %}

It can be installed locally and supports open-source large models like LLama, making it zero-cost and providing strong privacy protection. This gives it promising commercial potential.

{% embed url="<https://microsoft.github.io/autogen/assets/images/app-c414cd164ef912e5e8b40f61042143ad.png>" %}

install guide:

<https://microsoft.github.io/autogen/docs/installation/>


# Crew AI

Crew AI is an open-source framework designed to build and coordinate teams of multiple AI agents, enabling them to collaborate on solving complex tasks.

<https://www.crewai.com/>

Crew AI Official Docs:

<https://docs.crewai.com/>

Crew AI has also collaborated with Andrew Ng to create a free course:

<https://www.deeplearning.ai/short-courses/multi-ai-agent-systems-with-crewai/>


# Agent to Agent Protocol

{% hint style="info" %}

* [**MCP**](/tools-and-tech/ai-agent-tools/agent-to-agent-protocol/model-context-protocol-mcp)
* [**A2A**](#google-a2a)
  {% endhint %}

### **What’s the difference between MCP and A2A?**

MCP (Model Context Protocol) and A2A (Agent-to-Agent Protocol) serve different purposes and work in distinct ways.

***

🧩 **MCP (Model Context Protocol)**\
• **Purpose**: Enables a single AI model to interact with external tools and data sources\
• **How it works**: Uses precise, structured *function calls* to connect with APIs and tools\
• **Best for**: Predictable, well-defined tasks like data retrieval, calculations, or search

***

🤖 **A2A (Agent-to-Agent Protocol)**\
• **Purpose**: Allows multiple AI agents to collaborate asynchronously by sharing tasks and outputs\
• **How it works**: Supports flexible task delegation and coordination in multi-agent environments\
• **Best for**: Complex workflows where autonomous agents need to solve problems together

***

✅ **Summary**\
• **MCP**: Enhances individual agent capabilities\
• **A2A**: Enables collaboration between multiple agents


# Model Context Protocol (MCP)

## What is Model Context Protocol (MCP)?

**Model Context Protocol (MCP)** is an open standard protocol developed by Anthropic that enables AI models to seamlessly connect with external data sources, tools, and APIs, enhancing their capabilities beyond their original training data.

{% embed url="<https://modelcontextprotocol.io/introduction>" %}

***MCP Clients***

{% tabs %}
{% tab title="Cursor" %}
<https://www.cursor.com/>
{% endtab %}

{% tab title="Claude" %}
[https://claude.ai/](https://claude.ai/login?returnTo=%2F%3F)
{% endtab %}
{% endtabs %}

***MCP Servers Collections***

{% hint style="warning" %}
Please note that some current MCP tools contain malicious programs, which may lead to serious security issues. Please exercise caution and identify them carefully.
{% endhint %}

{% tabs %}
{% tab title="Cursor Directory " %}
Cursor Directory <https://cursor.directory/>
{% endtab %}

{% tab title="Collection-Awesome MCP Servers" %}
A collection of MCP servers.

<https://github.com/punkpeye/awesome-mcp-servers>
{% endtab %}

{% tab title="MCP.so" %}
<https://mcp.so/>
{% endtab %}
{% endtabs %}

#### *Other*

{% tabs %}
{% tab title="Mem0" %}
Mem0 is a self-improving memory layer for LLM applications, enabling personalized AI experiences that save costs and delight users.

<https://mem0.ai/>

Github Link: <https://github.com/mem0ai/mem0/tree/main>
{% endtab %}

{% tab title="Second Tab" %}

{% endtab %}
{% endtabs %}

### Updates：

Microsoft MarkItDown now offers an MCP (Model Context Protocol) server for integration with LLM applications like Claude Desktop.&#x20;

<https://github.com/microsoft/markitdown?tab=readme-ov-file#markitdown>

***

***Must Read:***

<https://a16z.com/a-deep-dive-into-mcp-and-the-future-of-ai-tooling/>

<https://norahsakal.com/blog/mcp-vs-api-model-context-protocol-explained/>

<https://blog.replit.com/everything-you-need-to-know-about-mcp>


# Google A2A

### <mark style="color:orange;">Google A2A</mark>

[<mark style="color:orange;">https://github.com/google/A2A</mark>](https://github.com/google/A2A)

[<mark style="color:orange;">https://developers.googleblog.com/en/a2a-a-new-era-of-agent-interoperability/</mark>](https://developers.googleblog.com/en/a2a-a-new-era-of-agent-interoperability/)

Google introduced the Agent2Agent (A2A) protocol, an open standard enabling seamless communication and collaboration between AI agents from different frameworks or vendors, aimed at solving interoperability challenges in enterprise AI systems.


# AI App Development Tool

### <mark style="color:purple;">Resources to build AI Applications:</mark>

{% tabs %}
{% tab title="Dify.ai" %}
Dify.ai is a powerful platform that enables users to easily build and deploy AI applications by orchestrating components through a graphical interface, without requiring extensive coding knowledge.

<https://dify.ai/>

{% embed url="<https://youtu.be/A0w9JAUZwbk?si=45IazW9aQhNbAheW>" %}

Dify's Offical tutorial YouTube channel: <https://www.youtube.com/@dify_ai>
{% endtab %}

{% tab title="Langchain" %}
LangChain is an open-source Python library that simplifies the process of building applications with large language models by providing tools and abstractions for integrating LLMs, creating chains and agents, and managing memory and storage.

<https://www.langchain.com/>

{% endtab %}

{% tab title="e2b.dev" %}
Code Interpreting for AI Apps

<https://e2b.dev>

<https://github.com/e2b-dev/code-interpreter>
{% endtab %}

{% tab title="Replicate" %}

<https://replicate.com/home>

Replicate is a cloud platform that allows developers to run and deploy machine learning models using a simple API, without needing to manage infrastructure or have deep expertise in machine learning.
{% endtab %}

{% tab title="Vercel " %}
Vercel AI app templates

<https://vercel.com/templates/ai>
{% endtab %}
{% endtabs %}

### <mark style="color:purple;">AI APP System Prompts</mark>

{% embed url="<https://github.com/x1xhlol/system-prompts-and-models-of-ai-tools>" %}

{% embed url="<https://github.com/dontriskit/awesome-ai-system-prompts>" %}

{% embed url="<https://github.com/ai-boost/awesome-prompts>" %}


# AI Education/Learning Tools

{% tabs %}
{% tab title="Microsoft Reading Coach" %}
<https://coach.microsoft.com/en-us>

{% embed url="<https://prod.cdn.coach.microsoft.com/v2/f8c868a8f8acbda9d523.png>" %}

Microsoft launched Reading Coach, a free AI-powered reading tutor that delivers personalized, multilingual fluency practice through interactive stories, real-time feedback, and gamified rewards—now available as a standalone app and integrated across Microsoft 365 platforms.&#x20;

Reading Coach offers learners three engaging modes:

* Create a Story
* Read a Passage
* Add Your Own Passage
  {% endtab %}

{% tab title="Google Learn About" %}

<https://learning.google.com/experiments/learn-about/signup>

**Google Learn About** is an interactive platform where users can explore and learn about various technologies and concepts through engaging, hands-on experiments.
{% endtab %}

{% tab title="AI Bus" %}

<https://albus.org/content>

Utilize information decomposition to rapidly begin research, employing the Albas module to simplify complex topics into succinct content.
{% endtab %}

{% tab title="Diffit" %}

An AI tool that adapts texts and content to different reading levels for differentiated instruction.

<https://app.diffit.me/>
{% endtab %}

{% tab title="Magic School AI" %}

### <mark style="color:orange;">Magic School AI</mark>

<https://www.magicschool.ai/>
{% endtab %}

{% tab title="LLama Tutor" %}

### <mark style="color:orange;">LLama Tutor</mark>

Enter a topic you want to learn about along with the education level you want to be taught at and generate a personalized tutor tailored to you!

<https://llamatutor.together.ai/>

{% embed url="<https://github.com/Nutlope/llamatutor/raw/main/public/og-image.png>" %}

{% endtab %}

{% tab title="Flexi" %}
<https://www.ck12.org/student/>

CK-12 Foundation launched Flexi, an AI-powered tutor that delivers personalized, interactive learning experiences, combining adaptive practice, simulations, and real-time feedback to help students master STEM subjects aligned with Common Core and NGSS standards.
{% endtab %}
{% endtabs %}

{% tabs %}
{% tab title="Learn Your Way" %}
Google has launched Learn Your Way, a personalized AI-powered learning platform that adapts to each learner’s pace, style, and goals for more effective skill-building.

<https://learnyourway.withgoogle.com/>
{% endtab %}

{% tab title="Second Tab" %}

{% endtab %}
{% endtabs %}

## AI education agent

{% tabs %}
{% tab title="VideoTutor " %}

<https://videotutor.io>

VideoTutor has just launched the world’s first AI education agent that transforms any student question into an animated, voice-guided explainer video, offering personalized, on-demand tutoring for subjects like SAT Math, AP Calculus, STEM, and language learning.&#x20;

Unlike static video libraries or text-based AI tutors, VideoTutor combines generative video, voice narration, and interactive visuals to deliver clear, real-time explanations tailored to each query. Built by a Stanford-led team, it aims to democratize access to high-quality tutoring with just a prompt and a click.&#x20;

{% embed url="<https://youtu.be/G2S86pzekHI?si=S5Lo1q4O1Pbp5ju9>" %}
{% endtab %}
{% endtabs %}

***

### <mark style="color:orange;">Quiz Tools</mark>

{% tabs %}
{% tab title="Quizizz" %}

###

An AI-enhanced quiz creation tool that can adjust question difficulty and generate questions.

<https://quizizz.com/home-v1>
{% endtab %}

{% tab title="Answers AI" %}
<https://answersai.com/>

> Snap a photo, get an answer, and ask follow-up questions. Get solutions to your problems instantly.

{% embed url="<https://answersai.com/static/media/HeroVideoOct12.3ce84298a5a965fd2b34.mp4>" %}

{% endtab %}

{% tab title="Coursoology" %}
Coursology is an AI-powered educational tool that helps students excel in their studies by providing tools for homework help, quiz creation, and note-taking across various subjects.

<https://coursology.com/>

{% embed url="<https://coursology.com/videos/new_hero.mp4>" %}

{% endtab %}
{% endtabs %}


# AI STEAM Learning Tools

{% hint style="info" %}
It's important to understand that LLMs are not proficient at solving math problems. They function like word-guessing games, excelling in processing textual information. Additional tools like Wolfram or other specialized AIs are necessary to tackle mathematical challenges.
{% endhint %}

## <mark style="color:purple;">STEAM Learning Tools/Apps:</mark>

{% tabs %}
{% tab title="WolframAlpha" %}
A powerful computational knowledge engine that covers a wide range of STEM topics, providing detailed solutions and visualizations.

<https://www.wolframalpha.com/>

{% endtab %}

{% tab title="GeoGebra" %}
An interactive mathematics software that combines geometry, algebra, statistics, and calculus. It incorporates AI elements to enhance math learning.

<https://www.geogebra.org/>

{% endtab %}

{% tab title="Microsoft Math Solver" %}
An AI-powered tool that can solve a variety of math problems, from basic arithmetic to advanced calculus. Users can input problems by typing, writing, or scanning.

<https://math.microsoft.com/en>
{% endtab %}

{% tab title="PhotoMath" %}
An app that uses AI and computer vision to scan math problems and provide step-by-step solutions. It's beneficial for algebra, arithmetic, and calculus problems.

<https://photomath.com/>
{% endtab %}

{% tab title="Symbolab" %}
An AI-powered calculator that solves and explains step-by-step solutions for various math problems, covering topics from algebra to calculus.

<https://www.symbolab.com/>
{% endtab %}
{% endtabs %}


# AI Research Tools

{% tabs %}
{% tab title="STORM from Stanford" %}

#### STORM: Synthesis of Topic Outlines through Retrieval and Multi-perspective Question Asking

[storm-project.stanford.edu](https://storm-project.stanford.edu/)

> STORM is a LLM system that writes Wikipedia-like articles from scratch based on Internet search.
>
> While the system cannot produce publication-ready articles that often require a significant number of edits, experienced Wikipedia editors have found it helpful in their pre-writing stage.

GitHub Link: <https://github.com/stanford-oval/storm?tab=readme-ov-file>
{% endtab %}

{% tab title="Gemini Deep Research" %}
Gemini Deep Research is an advanced AI feature that automates comprehensive research by analyzing multiple sources and generating detailed reports, now available in Gemini Advanced for users in over 45 languages and 150 countries.

<https://blog.google/products/gemini/google-gemini-deep-research/>
{% endtab %}

{% tab title="Afforai" %}
<https://afforai.com/>

Afforai is an AI-powered reference management tool designed to assist researchers in managing, annotating, and citing papers, as well as conducting literature reviews with reliable AI support.

{% embed url="<https://afforai.com/img/landing_page/main-image.png>" %}
{% endtab %}

{% tab title="AI Scientist" %}

<https://github.com/SakanaAI/AI-Scientist>

> Towards Fully Automated Open-Ended Scientific Discovery

The AI Scientist project is designed to automate the entire scientific research process. It is equipped to handle a variety of tasks, from generating research ideas and reviewing literature to planning, executing experiments, and writing research papers. By leveraging this system, AI can manage iterative experimental workflows, create visual data representations, and produce scientific reports that resemble those presented at typical machine learning conferences.

The AI Scientist is composed of four key stages: brainstorming research ideas, conducting experiments to gather data, drafting research papers using LaTeX, and performing peer reviews through an automated system. This system incorporates cutting-edge large language model (LLM) technology to effectively replicate the scientific activities typically performed by humans.

{% embed url="<https://github.com/SakanaAI/AI-Scientist/raw/main/docs/anim-ai-scientist.gif>" %}

###

{% endtab %}

{% tab title="Emergent Mind" %}
<https://www.emergentmind.com>

Emergent Mind is a website that serves as a computer science research explorer, showcasing trending papers in the field.&#x20;
{% endtab %}

{% tab title="Paper Digest" %}
**Review the most influential work around any topic by area, genre & time.**

<https://www.paperdigest.org/>
{% endtab %}
{% endtabs %}

{% tabs %}
{% tab title="Genei.ai" %}
<https://www.genei.io/>

Automatically summarise background reading and produce blogs, articles, and reports faster.

{% embed url="<https://assets-global.website-files.com/5fbbb0e57743e457bcfe097b/633481cbcadd8d83dffb7ea1_Hero%20Image%201.0.png>" %}
Genei.ai
{% endembed %}

{% endtab %}

{% tab title="Otio.ai" %}
<https://otio.ai>

{% embed url="<https://framerusercontent.com/assets/huhcpuBn1QoPpYkiUwuYMUNMbcI.mp4>" %}

An AI-native workspace, custom built for research.

**1.** Summarise and chat with your documents.&#x20;

**2.** Write and edit in an AI text-editor.
{% endtab %}

{% tab title="Cubby" %}
Cubby is a collaborative research tool that allows users to store files and links, annotate content, and synthesize information with AI assistance.

<https://cubby.nyc/>
{% endtab %}

{% tab title="ResearchRabbit" %}
<https://www.researchrabbit.ai/>

ResearchRabbit is an AI-powered research tool that streamlines literature searches, provides personalized paper recommendations, visualizes networks of papers and authors, and supports collaboration, all while being free for researchers.
{% endtab %}
{% endtabs %}

### <mark style="color:orange;">Science Agents</mark>

{% tabs %}
{% tab title="Google AI co-scientist" %}

### <mark style="color:orange;">Google AI co-scientist</mark>

Google has introduced "AI Co-Scientist," a multi-agent AI system built on Gemini 2.0, designed to collaborate with scientists by generating novel hypotheses and research proposals to accelerate scientific and biomedical discoveries.

<https://research.google/blog/accelerating-scientific-breakthroughs-with-an-ai-co-scientist/>
{% endtab %}
{% endtabs %}


# Robotics/Embodied Intelligence

## Navigation:

{% hint style="success" %}

* [Humanoid Robots](/by-industry-cases/robotics-embodied-intelligence/humanoid-robots)
  {% endhint %}

***

## <mark style="color:purple;">News and Updates:</mark>

### <mark style="color:orange;">Gemini Robotics 1.5</mark>

Gemini Robotics 1.5 from Google DeepMind marks the official introduction of agentic capabilities to robots, allowing them to complete complex, multi-step tasks.

{% embed url="<https://youtu.be/UObzWjPb6XM?si=in6_KmbfL0WkL_zb>" %}

### <mark style="color:orange;">Reachy Mini</mark>

Hugging Face, via its recent acquisition of Pollen Robotics, has unveiled Reachy Mini, a compact and affordable open‑source desktop humanoid kit (starting at $299) designed for expressive human‑robot interaction, creative coding, and AI experimentation—featuring motorized head and body rotation, animated antennas, audio‑visual sensors, pre‑loaded behaviors, and compatibility with Hugging Face’s AI model ecosystem, with shipping beginning fall 2025.

{% embed url="<https://youtu.be/JvdBJZ-qR18>" %}

### <mark style="color:orange;">Figure Felix</mark>

{% embed url="<https://x.com/Figure_robot/status/1931391490967928936>" %}

### <mark style="color:orange;">Boston Dynamics</mark>

Boston Dynamics partners with RAI Institute, combining reinforcement learning and motion capture to let Atlas robots master smoother, human-like movements.

{% embed url="<https://youtu.be/I44_zbEwz_w?si=XeMI1ZAHH8g0D82H>" %}

### <mark style="color:orange;">Nvidia GR00T N1</mark>

{% embed url="<https://nvidianews.nvidia.com/news/nvidia-isaac-gr00t-n1-open-humanoid-robot-foundation-model-simulation-frameworks>" %}

Nvidia introduces GR00T N1, the world's first open-source, fully customizable foundation model designed for generalized humanoid robot reasoning and skills.

{% embed url="<https://s3.amazonaws.com/cms.ipressroom.com/219/files/20252/nvidia-gr00t-n1.jpg>" %}

### <mark style="color:orange;">Figure Felix</mark>

{% embed url="<https://youtu.be/Z3yQHYNXPws?si=S2DvlnauHy6wq2dV>" %}

### <mark style="color:orange;">Protoclone: Bipedal Musculoskeletal Android V1</mark>

{% embed url="<https://youtu.be/H7dhwFcuUn0?si=X3WdvZIFhIt5m-m7>" %}

### <mark style="color:orange;">Unitree Upgrade</mark>

{% embed url="<https://x.com/UnitreeRobotics/status/1879864345615814923>" %}

***

Boston Dynamics and Toyota Research Institute (TRI) have announced a groundbreaking partnership that combines their expertise in robotics and AI to accelerate the development of general-purpose humanoid robots, leveraging TRI's Large Behavior Models and Boston Dynamics' Atlas robot platform.

{% embed url="<https://pressroom.toyota.com/boston-dynamics-and-toyota-research-institute-announce-partnership-to-advance-robotics-research/>" %}

### Tesla Optimus:

{% embed url="<https://x.com/Tesla_Optimus/status/1846797392521167223>" %}

### Nvidia Generative Physical AI

> NVIDIA today announced that the world’s leaders in robot development are adopting the [NVIDIA Isaac™ robotics platform](https://developer.nvidia.com/isaac) for the research, development and production of the next generation of AI-enabled autonomous machines and robots.

{% embed url="<https://youtu.be/AYSfcgVv9-U?si=2sEkhp3LEC7hn3fe>" %}

**Isaac:**

<https://developer.nvidia.com/isaac>

**More info:**

<https://nvidianews.nvidia.com/news/robotics-industry-development-ai-autonomous-machines>

***

<mark style="color:red;">**NVIDIA**</mark> introduced <mark style="color:red;">**GR00T**</mark> at the GPU Technology Conference (GTC) 2024. It will enable the robot to understand multimodal instructions like language, video, and motion.&#x20;

{% embed url="<https://x.com/tsarnick/status/1769956431078261015?s=20>" %}

***

## Resources:

### Awesome Weekly Robotics

<https://github.com/msadowski/awesome-weekly-robotics?tab=readme-ov-file>


# Humanoid Robots

## <mark style="color:purple;">Navigation：</mark>

{% hint style="info" %}

* [Figure AI](/by-industry-cases/robotics-embodied-intelligence/humanoid-robots/figure-ai)
* [Boston Dynamics](/by-industry-cases/robotics-embodied-intelligence/humanoid-robots/boston-dynamics)
* [Tesla Optimus](/by-industry-cases/autonomous-driving/robotaxi-and-robovan/tesla)
  {% endhint %}

***

### 1X

<https://www.1x.tech/>

1X Technologies has recently unveiled NEO Beta, a prototype humanoid robot designed for home use. This introduction marks a significant milestone in the company's transition from conceptual development to bringing humanoid robots into consumer households.

{% embed url="<https://youtu.be/bUrLuUxv9gE?si=V5c3AabkwEFgdMJn>" %}

***

### <mark style="color:orange;">Sanctuary AI</mark>

{% embed url="<https://sanctuary.ai/product/>" %}

Sanctuary AI, headquartered in Canada, specializes in the development of general-purpose humanoid robots. Sanctuary AI has unveiled their latest, seventh-generation robot, which boasts a more human-like design compared to its predecessors. It features the remarkable ability to learn new tasks within 24 hours, is manufactured at a lower cost, and includes more flexible joints among other enhancements.

{% embed url="<https://x.com/TheSanctuaryAI/status/1783541588846608519>" %}

***

### <mark style="color:orange;">Unitree</mark>

Unitree Robotics is a Chinese startup that develops and manufactures high-performance quadruped and humanoid robots, including popular models like the Go1 robotic dog and the recently unveiled G1 humanoid robot.

<https://www.unitree.com>

{% embed url="<https://x.com/UnitreeRobotics/status/1825435336736120880>" %}

***

### Clone Robotics

<https://www.clonerobotics.com/>

{% embed url="<https://youtu.be/5mSE6Tkhy4g?si=no1L7qAcieVco_sR>" %}


# Figure AI

### <mark style="color:orange;">Figure AI</mark>

<mark style="color:orange;">Official Website:</mark> <https://www.figure.ai/>

Figure AI has unveiled Figure 02, its second-generation humanoid robot, which features a sleeker form factor, improved cabling, and a 50% greater battery capacity than its predecessor, enabling it to work longer in real-world deployments. The new robot is equipped with advanced AI capabilities, including speech-to-speech conversation, onboard vision language models, and enhanced hand-eye coordination, making it capable of performing various tasks across commercial applications.

{% embed url="<https://www.youtube.com/watch?v=0SRVJaOg9Co>" %}

Updates:&#x20;

{% embed url="<https://youtu.be/8gfuUzDn4Q8?si=j-8dYy6bGQA718M1>" %}

***

### <mark style="color:orange;">Figure AI + BMW</mark>

Figure AI has signed a commercial agreement with BMW Manufacturing to deploy its autonomous humanoid robots in automotive production at BMW's Spartanburg plant, marking a significant milestone in the integration of general-purpose robots in manufacturing environments.

{% embed url="<https://www.youtube.com/watch?v=K1TrbI0BaaU&ab_channel=Figure>" %}

{% embed url="<https://x.com/Figure_robot/status/1858876300691468579>" %}


# Boston Dynamics

WPP, in collaboration with Boston Dynamics and Canon, is pushing the boundaries of content production, unlocking new creative possibilities.

{% embed url="<https://x.com/minchoi/status/1912650161290887572>" %}

Boston Dynamics partners with RAI Institute, combining reinforcement learning and motion capture to let Atlas robots master smoother, human-like movements.

{% embed url="<https://youtu.be/I44_zbEwz_w?si=XeMI1ZAHH8g0D82H>" %}

<mark style="color:orange;"><https://bostondynamics.com/blog/electric-new-era-for-atlas/></mark>

> the next generation of humanoid robots—a fully electric Atlas robot designed for real-world applications. The new Atlas builds on decades of research and furthers our commitment to delivering the most capable, useful mobile robots solving the toughest challenges in industry today: with Spot, with Stretch, and now with Atlas. Stay tuned to see what the world’s most dynamic humanoid robot can really do—in the lab, in the factory, and in our lives.

{% embed url="<https://youtu.be/29ECwExc-_M>" %}

#### Update:

Boston Dynamics and Toyota Research Institute (TRI) have announced a groundbreaking partnership that combines their expertise in robotics and AI to accelerate the development of general-purpose humanoid robots, leveraging TRI's Large Behavior Models and Boston Dynamics' Atlas robot platform.

{% embed url="<https://pressroom.toyota.com/boston-dynamics-and-toyota-research-institute-announce-partnership-to-advance-robotics-research/>" %}

{% embed url="<https://youtu.be/F_7IPm7f1vI?si=3bcrgYj4FjHg5tO8>" %}


# Tesla Optimus

Updates:

#### Gen 2.5

{% embed url="<https://x.com/Tesla_Optimus/status/1964425666834931730>" %}

{% embed url="<https://x.com/Tesla_Optimus/status/1964471580123443538>" %}

{% embed url="<https://x.com/elonmusk/status/1964569495101722883>" %}

Tesla's humanoid robot, Optimus, stands as a formidable competitor in the field. Its recent advancements include:&#x20;

{% embed url="<https://youtu.be/cpraXaw7dyc>" %}


# Movies/Films

[AI Video Production: The Top Tools for California Filmmakers in 2026](/by-industry-cases/movies-films/ai-video-production-the-top-tools-for-california-filmmakers-in-2026)

AI MV

{% embed url="<https://youtu.be/SlsEDkavoso?si=yy8dJ_pgzYtGMHYP>" %}


# AI Video Production: The Top Tools for California Filmmakers in 2026

The hills of Hollywood and the tech hubs of the Bay Area have officially merged. By early 2026, the "AI-generated" label has shifted from a novelty to a fundamental layer of the professional pipeline. In California’s competitive film industry, the focus is no longer just on if you use AI, but on *which* stack gives you the most precise control over the frame.

From indie creators in Silver Lake to massive post-houses in Burbank, here are the top AI tools currently defining the visual language of 2026.

***

#### 1. Higgsfield Cinema Studio: The "Director's Rig."

While early AI video tools were criticized for being "prompt-and-pray," Higgsfield’s 2026 Cinema Studio has become the gold standard for filmmakers who require a technical interface.

What sets it apart is its Virtual Camera Rack. Instead of just typing "cinematic lighting," users can select specific virtual focal lengths (e.g., a 35mm anamorphic lens) and simulate multi-axis camera moves like a Russian Arm or a complex Jib shot. Its Character Lock feature—an anchor system that keeps a protagonist's facial geometry and wardrobe 100% consistent across shots—has effectively solved the biggest hurdle in AI-assisted narrative storytelling.

#### 2. Google Veo 3.1 (via Google Flow)

Integrated directly into the Google Flow ecosystem, Veo 3.1 is the powerhouse for 4K professional production. California-based agencies are leaning heavily into Veo for its physics engine.

> "Veo 3.1 understands fluid dynamics and fabric motion better than anything else on the market right now," says one Santa Monica-based VFX supervisor. "If you need a shot of a silk gown blowing in a 10mph wind, Veo doesn't just 'hallucinate' pixels; it simulates the physics."

Its ability to generate synchronized audio and foley alongside the video has made it a favorite for rapid prototyping and high-end B-roll.

#### 3. Sora 2: The Narrative Engine

OpenAI’s Sora 2 remains the "Prompt Accuracy King." It is widely used in the pre-production phase of California’s major studio projects. Sora 2 excels at complex scene descriptions that involve multiple subjects interacting in a way that feels emotionally grounded. While it’s often used for final output in the indie scene, big-budget productions utilize it for AI Storyboarding, allowing directors to "film" their entire script in a low-cost environment before a single actor steps onto a physical set.

***

#### 4. Runway Gen-4.5: The VFX Specialist

Runway has cemented its position as the "utility belt" of the industry. Their Gen-4.5 model introduced Advanced Motion Brushes, giving editors the ability to "paint" specific motion onto static images with surgical precision.

* Best for: Stylized content, seamless background extensions, and complex rotoscoping.
* Why it’s a 2026 favorite: The "Multi-Frame Logic" ensures that lighting and shadows remain realistic even when the camera angle shifts drastically.

#### 5. LTX Studio by Lightricks

For those looking for an all-in-one "Studio in a Browser," LTX Studio has become the go-to for California’s enterprise and marketing teams. It manages the entire workflow—from script-to-video automation to a timeline editor that supports 16-bit HD visuals. Its "Elements" system allows teams to save brand-specific locations and characters, ensuring that every piece of content produced matches the project's visual DNA.

***

#### Comparison of Top AI Video Platforms (2026)

| **Tool**       | **Primary Strength**      | **Best Use Case**           | **California Industry Status** |
| -------------- | ------------------------- | --------------------------- | ------------------------------ |
| Higgsfield     | Technical Camera Controls | Narrative Cinematography    | Rising Star (Indie/Pro)        |
| Google Veo 3.1 | Physics & 4K Polish       | Commercials & Agency B-roll | Industry Standard              |
| Sora 2         | Prompt/Scene Accuracy     | Pre-viz & World Building    | High-End Creative              |
| Runway Gen-4.5 | Granular VFX Editing      | Post-Production & Stylizing | Essential Utility              |
| LTX Studio     | End-to-End Workflow       | Rapid Prototyping/Social    | Marketing & Small Studios      |

***

#### The Shift from "Generation" to "Direction"

The common thread among these tools in 2026 is agency. The industry has moved past simple text-to-video. Today’s California filmmaker treats AI like a digital crew—using image-to-video, video-to-video, and precise "Director Modes" to ensure the output aligns with their specific artistic vision.

As production costs continue to drop—some estimates suggest by as much as 80%—the value has shifted back to the human element: the story, the taste, and the ability to direct these powerful engines.


# AI Video Case Studies

<details>

<summary><strong>Early Stage Case: ASML Ad- Midjourney+Stable Diffusion+Runway</strong></summary>

ASML utilized Generative AI (GenAI) technology to create a promotional video.

<mark style="color:red;">**How This Video Was Created:**</mark>&#x20;

This video serves as a prime illustration of the <mark style="color:orange;">AI video production process as of 2023</mark>. Drawing on the official website for details, it seems the journey began with <mark style="color:orange;">Midjourney</mark>, leveraging 1,963 natural language prompts to bring forth 7,852 images. These images underwent subsequent editing and rendering by an impressive ensemble of 900 computers, likely with the aid of <mark style="color:orange;">Stable Diffusion</mark>. The process culminated with <mark style="color:orange;">Runway</mark>, which handled the video editing and compilation, resulting in a video comprised of 25,957 frames. Impressively, each frame demands up to 1000MB of resolution space, showcasing the cutting-edge capabilities in AI-driven video production.

{% hint style="info" %}
This was a method for creating creative videos during the early stages of Generative AI development. Due to the poor performance of various video generation applications up until 2023 and the inconsistency in image generation services, it was the best choice at that time. Nowadays, direct video generation services like Sora, Luma AI Dream Machine, and Runway Gen-3 have significantly advanced. Midjourney also ensures consistency. Whether generating videos directly from text or by first generating images and then videos, both methods now offer better performance and simpler steps. Therefore, using such a complex method is no longer the best option.
{% endhint %}

</details>

{% embed url="<https://youtu.be/OPnCbbLYPV4>" %}

***

<details>

<summary><strong>Case: Ai.lonso</strong></summary>

Ai.lonso is an AI-powered avatar of Formula 1 driver Fernando Alonso, created through a collaboration between ElevenLabs and DeepReel, combining voice cloning technology and AI avatar generation to enhance fan engagement for the Aston Martin F1 team by providing multilingual content on their website.

</details>

{% embed url="<https://x.com/elevenlabsio/status/1844775176279405041?s=20>" %}

***

<details>

<summary><strong>How Intermarché Reimagined Holiday Storytelling with Generative AI</strong></summary>

French retail giant Intermarché has long been celebrated for its cinematic, high-budget holiday commercials. However, for the 2024 festive season, the brand took a bold leap into the future of marketing by launching "L’Amour (Encore)"—a heartwarming campaign created significantly with Generative AI.

#### The Creative Vision

The film follows a lone wolf drawn from the cold wilderness toward the warmth of a festive village. Traditionally a symbol of threat, the wolf is transformed by the aroma of fresh food and the spirit of togetherness. The narrative maintains Intermarché's core brand promise: "Helping you eat better every day," suggesting that even a wild creature can be tamed by the quality of great ingredients.

#### Why It Matters for AI & Business

This campaign serves as a landmark case study for AIGC (AI-Generated Content) in mainstream advertising for several reasons:

* Aesthetic Innovation: Instead of pursuing hyper-realism or traditional 3D animation, the production team used AI to craft a "dreamlike" visual style that feels both poetic and modern.
* Production Efficiency: By integrating AI into the visual effects pipeline, the brand explored new ways to shorten production cycles while maintaining high artistic standards.
* Emotional Resonance: The success of the ad proves that AI is not just a tool for automation, but a medium capable of conveying deep human emotions and brand values.

#### The Bottom Line

Intermarché’s "AI Wolf" ad marks a shift in the industry. It demonstrates that when a strong human-led narrative meets the power of Generative AI, the result is a compelling, cost-effective, and highly memorable brand story.

</details>

{% embed url="<https://youtu.be/Na9VmMNJvsA?si=eYUqErTZsid8DySn>" %}


# ToysRus New AI Commercial

> This is the top of the FIRST EVER brand film created with OpenAI Sora technology. WATCH FULL FILM HERE: Toysrus.com/studios. It depicts a young Charles Lazarus, founder of Toys”R”Us and creator of Geoffrey the Giraffe, dreaming of a magical place that will change toy stores forever.

{% embed url="<https://www.youtube.com/watch?v=F_WfIzYGlg4&ab_channel=Toys%22R%22Us>" %}

<https://www.toysrus.com/pages/studios>


# CocaCola 2024 Christmas Ad

{% embed url="<https://www.forbes.com/sites/danidiplacido/2024/11/16/coca-colas-ai-generated-ad-controversy-explained/>" %}

{% embed url="<https://youtu.be/E3-J0MwvBSI?si=mx2GF-1i1fXiH_Ey>" %}


# McDonald JP Ad

{% embed url="<https://x.com/McDonaldsJapan/status/1824732901985993214>" %}

Created by <https://twitter.com/KakuDrop>


# Veo 3 Cases (Collect)

### Action Movie

{% embed url="<https://x.com/Diesol/status/1925114473544913004>" %}

### Music Concert

{% embed url="<https://x.com/jerrod_lew/status/1924934440486371589>" %}

### Stand-up comedy

{% embed url="<https://x.com/fofrAI/status/1924924738494669011>" %}

### Characters

{% embed url="<https://x.com/HashemGhaili/status/1925332319604257203>" %}

### Interview

{% embed url="<https://x.com/laszlogaal_/status/1925094336200573225>" %}

### Vlog

{% embed url="<https://x.com/MattVidPro/status/1925194082667598267>" %}


# Scholar & Research

AI & Scholar & Research

**Navigation:**

{% hint style="success" %}

* [Scholar & Research Prompts](/by-industry-cases/scholar-and-research/scholar-and-research-prompts)
* [Research & Scholar GPTs](/by-industry-cases/scholar-and-research/research-and-scholar-gpts)
* Research Examples using Perplexity
  {% endhint %}

***

## Resources:

<table data-view="cards"><thead><tr><th></th><th></th><th></th></tr></thead><tbody><tr><td>Three ways ChatGPT helps me in my academic writing</td><td><a href="https://www.nature.com/articles/d41586-024-01042-3">https://www.nature.com/articles/d41586-024-01042-3</a></td><td></td></tr><tr><td><p>Change to policy on the use of generative AI and large language models </p><p><a href="https://www.science.org/content/blog-post/change-policy-use-generative-ai-and-large-language-models">https://www.science.org/content/blog-post/change-policy-use-generative-ai-and-large-language-models</a></p></td><td></td><td></td></tr><tr><td>Russell Group principles on the use of generative AI tools in education</td><td><a href="https://russellgroup.ac.uk/media/6137/rg_ai_principles-final.pdf">https://russellgroup.ac.uk/media/6137/rg_ai_principles-final.pdf</a></td><td></td></tr></tbody></table>


# Scholar & Research Prompts

### Prompt Example for Writing Academic Papers:&#x20;

Consider the <mark style="color:red;">**Academic Paper Creator for GPT4**</mark> Prompt, authored by Professor Ethan Mollick of the Wharton School, University of Pennsylvania:

> You are a sophisticated researcher and professor Ask for a dataset and a field. When it is uploaded, examine the data. Then do the following steps:
>
> 1. Develop a set of at least three meaningful hypotheses based on the data. Look at Zuckerman's advice in the attached document to determine the frame.
>
> 2. Do a literature review using browsing, focusing only on scholarly work. Use that to revise your hypotheses. Check with the user to see if they agree, if they do, go on to the next step.
>
> 3. Test the hypotheses using sophisticated techniques using Code Interpreter on the dataset. Determine what they mean, running additional tests as needed. You should do OLS or more sophisticated tests, do not just do correlations.
>
> 4. Write up the theory, literature review, methods, and results and give me a Word doc. Make sure the document is sophisticated and that the results section includes necessary tables and math. You really can create word documents.
>
> *Source: Ethan Mollick and Lilach Mollick from Wharton School,* [*https://www.moreusefulthings.com/*](https://www.moreusefulthings.com/)

{% hint style="danger" %}
Note: Answers from Large Language Models (LLMs) can at times be illogical or include entirely made-up data or content, a phenomenon often described as "hallucinations" by these large models. As such, it's crucial to diligently check the data and content LLMs provide when utilized for academic research.
{% endhint %}


# Research & Scholar GPTs

{% hint style="success" %}
This page features a list of GPTs available in North American GPT store. Should there be similarly high-ranked GPTs in your own region, you are also encouraged to use them.
{% endhint %}

{% hint style="info" %}
You can find similar applications in other large language model chatbots/applications such as Poe, among others, which won't be listed here one by one.
{% endhint %}

The "Research & Scholar" section stands out as a key category within the ChatGPT GPTs store, boasting an extensive array of specialized GPTs. These GPTs are specifically tailored for use with online Scholar and Research applications, offering seamless integration for enhanced academic research capabilities. Here are a few top-performing GPTs currently leading the North American academic research category in the GPTs store:

### Consensus

Website: <https://consensus.app/>

GPTs Link:&#x20;

Consensus is an **AI-powered search engine** that helps researchers, students, doctors, and professionals find insights from research papers. It has been used by over 1 million people and featured in various media outlets. Consensus assists different groups, such as students in finding evidence for papers, researchers in conducting literature reviews, clinicians in answering patients' questions, and content creators in sourcing peer-reviewed insights.&#x20;

### ScholarAI

Website: <https://scholarai.io/>

GPTs Link:

ScholarAI introduces a new Copilot for science, leveraging GPT-4 Turbo, to offer access to over 200 million peer-reviewed articles. This tool enables users to explore connections between papers, summarize texts, identify literature gaps, and manage citations. It supports PDF summaries, visual and table extractions for analysis, and provides fact-based answers to questions about papers.&#x20;

### Elicit

<https://elicit.com/>

Elicit is a tool that automates time-consuming research tasks like **summarizing papers, extracting data, and synthesizing findings**. It searches across a database of 200 million academic papers, providing one-sentence abstract summaries and allowing users to extract details into organized tables.&#x20;


# Research Examples using Perplexity

{% hint style="success" %}
Here is an example of how to use perplexity to summarize and refine an important academic/business report. &#x20;
{% endhint %}

**Research Paper used:** Stanford HAI annual report

**Perplexity Model used:** GPT-4o

**Prompt I use:** what are the key findings from the Stanford hai 2024 AI index report？ Please list in tabular form

**Perplexity:**

The key findings from the Stanford HAI 2024 AI Index Report can be summarized in the following table:

<table data-header-hidden><thead><tr><th width="206"></th><th></th></tr></thead><tbody><tr><td><strong>Key Finding</strong></td><td><strong>Description</strong></td></tr><tr><td><strong>Human vs. AI Performance</strong></td><td>AI has excelled beyond human capabilities in several domains such as image classification and language understanding, but remains less adept at complex tasks like advanced mathematics and visual commonsense reasoning[1][4].</td></tr><tr><td><strong>Dominance of Industry in AI Research</strong></td><td>Industry continues to lead in AI innovation, producing 51 significant machine learning models in 2023 compared to academia’s 15. Collaborative efforts between industry and academia resulted in 21 notable models[1][4].</td></tr><tr><td><strong>Surging Costs of AI Development</strong></td><td>The financial investment required to train state-of-the-art AI models has soared, with OpenAI’s GPT-4 and Google’s Gemini Ultra requiring an estimated $78 million and $191 million respectively in compute costs[1][2][4].</td></tr><tr><td><strong>Geographical AI Leadership</strong></td><td>The United States remains a leader in AI development, significantly outpacing other regions with 61 notable AI models developed in 2023. The U.S. also leads in AI investment, with $67.2 billion privately invested in 2023[1][2][4].</td></tr><tr><td><strong>Lack of Standardization in AI Evaluation</strong></td><td>There is a notable absence of standardized evaluations for large language models (LLMs), complicating the comparison of risks and limitations across different AI systems[1][4].</td></tr><tr><td><strong>Booming Generative AI Investment</strong></td><td>Despite a general dip in AI investments, funding for generative AI technologies surged to $25.2 billion in 2023, nearly eight times the amount from the previous year[1][4].</td></tr><tr><td><strong>AI’s Impact on Workforce Productivity</strong></td><td>Studies in 2023 suggest that AI can enhance worker productivity and quality of output, though there are warnings about potential declines in performance without proper oversight[1][4].</td></tr><tr><td><strong>AI in Scientific Advancement</strong></td><td>AI’s contribution to scientific discovery has accelerated, with new applications in 2023 enhancing processes from algorithmic sorting to materials discovery[1][4].</td></tr><tr><td><strong>Rise in AI Regulations</strong></td><td>The U.S. saw a significant increase in AI-related regulations, with 25 new regulations introduced in 2023, marking a sharp rise over the past five years[1][3][4].</td></tr><tr><td><strong>Public Perception and Concerns</strong></td><td>Global awareness and apprehension about AI’s impact are growing, with more people expressing nervousness about AI technologies and their potential effects on daily life[1][4].</td></tr></tbody></table>

These findings highlight the rapid advancements and growing influence of AI, as well as the challenges and concerns associated with its development and deployment.

Citations: \[1] <https://www.hstoday.us/industry/emerging-innovation/stanford-university-releases-its-ai-index-2024-annual-report/> \[2] <https://www.infodocket.com/2024/04/15/stanford-hai-releases-2024-artificial-intelligence-index-report/> \[3] <https://www.rappler.com/technology/features/stanford-university-ai-index-report-2024-findings/> \[4] <https://aiindex.stanford.edu/report/> \[5] <https://hai.stanford.edu/research/ai-index-report>

<figure><img src="/files/jibMCzotjo6nVEhAq6GM" alt=""><figcaption><p>perplexity share function</p></figcaption></figure>

More interestingly, you could share it with others, just hit the <mark style="color:red;">**share**</mark> button, and you could send your entire research process and results to others, like the link below:

<https://www.perplexity.ai/search/what-are-the-6prJWmH6SHCT3LQ7POXo5A#0>

***


# AI in Working

AI & Office Automation

<details>

<summary>OpenAI ChatGPT for any roles</summary>

<https://academy.openai.com/public/clubs/work-users-ynjqu/resources/chatgpt-for-any-role>

</details>

<details>

<summary>OpenAI - AI in the Enterprise</summary>

<https://cdn.openai.com/business-guides-and-resources/ai-in-the-enterprise.pdf>

</details>

<details>

<summary>Microsoft’s 2025 Work Trend Index</summary>

<https://www.microsoft.com/en-us/worklab/work-trend-index/2025-the-year-the-frontier-firm-is-born>

Microsoft’s 2025 Work Trend Index says, in short: companies must “re-install their OS” by hiring AI agents as digital teammates, creating human-AI hybrid “Frontier Firms” that plug the capacity gap and rewrite how organizations and business work. ​

</details>

### Slides Generate

{% tabs %}
{% tab title="Gamma" %}
[https://gamma.app](https://gamma.app/?lng=en)

Gamma is an AI-powered tool that quickly generates polished presentations and documents. It offers flexible templates, one-click restyling, and the ability to embed various media types. Gamma's present mode, nested cards, and publishing features enable effective communication and collaboration. It provides built-in analytics, quick reactions, and cross-device compatibility.

{% embed url="<https://youtu.be/r9VOYJM6nZc>" %}
Gamma
{% endembed %}
{% endtab %}

{% tab title="Goole Notebooklm" %}
<https://notebooklm.google.com>

NotebookLM is a tool that combines large language models with Google's search capabilities to help organize information, generate ideas, and boost productivity. Users can create and edit documents, collaborate with others, and receive AI support for suggestions, answering questions, and summarizing content. This tool streamlines information collection and organization, making it particularly useful for students, researchers, and professionals working with complex information to gain insights efficiently.
{% endtab %}
{% endtabs %}

### AI Meeting Tools

{% tabs %}
{% tab title="Otter.ai" %}
<https://otter.ai/>

> ## AI Meeting Assistant✨
>
> Never take meeting notes again. Get transcripts, automated summaries, action items, and chat with Otter to get answers from your meetings.
> {% endtab %}

{% tab title="Granola" %}
<https://www.granola.ai/>

Granola takes your raw meeting notes and makes them awesome.
{% endtab %}

{% tab title="Krisp" %}
<https://krisp.ai/ai-meeting-assistant/>

Krisp’s **AI Meeting Assistant** records, transcribes, and summarizes your calls so you can focus on the conversation. Get unlimited transcriptions and recordings on any conferencing app.
{% endtab %}

{% tab title="Meeting AI" %}
<https://meeting.ai/>

Seamlessly capture, transcribe, and organize your in-person and virtual meetings with AI to keep everyone in sync.
{% endtab %}
{% endtabs %}

### Mindmap

#### <mark style="color:orange;">Napkin</mark>

<https://www.napkin.ai>

Napkin.ai is an innovative AI-powered platform that transforms text into customizable visuals, diagrams, and illustrations, making it easy for anyone to create engaging visual content for presentations, reports, and other business communications.

{% embed url="<https://youtu.be/Eu7lpc4LVuo?si=AgVsM1MQkzE2VbcH>" %}


# Writing

AI & Writing

## Navigation:

{% hint style="info" %}

* [**AI Detector & Humanizer**](/by-industry-cases/writing/ai-detector-and-text-humanizer)
  {% endhint %}

***

{% hint style="success" %}
Editor's note: For writing, the recommendation is to opt for larger, more comprehensively capable models. Such models excel at interpreting complex contexts with greater precision, encompassing a broader spectrum of knowledge. They foster enhanced creativity and coherence in logic, are versatile across various writing styles, and help minimize biases and mistakes. This approach significantly boosts the quality and efficiency of writing.
{% endhint %}

## Writing Assistant

Regarding particular abilities, Large Language Models (LLMs) are capable of assisting with a variety of tasks, such as **extending text, mimicking writing styles, substituting words, completing texts, and refining content, among others**.&#x20;

#### Examples:

<details>

<summary>Expand Text</summary>

* **Original Content**: "The rise of artificial intelligence has brought significant changes to various industries."
* **Prompt**:&#x20;

```
"Extend the following sentence: 'The rise of artificial intelligence has brought significant changes to various industries.'"
```

* **Result**: "The rise of artificial intelligence has brought significant changes to various industries, revolutionizing sectors like healthcare, finance, and education. In healthcare, AI systems enhance diagnostics and treatment accuracy, while in finance, they streamline risk assessment and fraud detection. Similarly, in education, AI-based tools are reshaping how students learn and interact with course materials."

</details>

<details>

<summary>Mimicking Writing Styles</summary>

* **Original Content**: "The weather is sunny today, and it feels really nice outside."
* **Prompt**: "Rewrite the sentence 'The weather is sunny today, and it feels really nice outside' in an academic style."
* **Result (Academic Style)**: "Today’s atmospheric conditions are characterized by clear skies and abundant sunlight, contributing to a pleasant outdoor experience conducive to various activities."
* **Prompt**: "Rewrite the sentence 'The weather is sunny today, and it feels really nice outside' in a casual, conversational style."
* **Result (Casual Style)**: "Man, the weather is amazing today—sun’s out, and it’s the perfect day to chill outside!"

</details>

<details>

<summary>Substituting Words</summary>

* **Original Content**: "The company is planning to expand its market presence."
* **Prompt**: "Substitute words in the sentence 'The company is planning to expand its market presence' with more formal or alternative words."
* **Result**: "The corporation intends to broaden its footprint in the market."

</details>

<details>

<summary>Completing Texts</summary>

* **Original Content**: "Quantum computing holds the promise to revolutionize fields such as cryptography, by enabling…"
* **Prompt**: "Complete the sentence: 'Quantum computing holds the promise to revolutionize fields such as cryptography, by enabling…'"
* **Result**: "…the rapid decryption of complex codes, which would take traditional computers millions of years to crack. This advancement could not only disrupt cybersecurity but also offer breakthroughs in chemical modeling, drug discovery, and financial forecasting by performing calculations at speeds previously thought impossible."

</details>

<details>

<summary>Refining Content</summary>

* **Original Content**: "The product is good and helps people do things more efficiently."
* **Prompt**: "Refine the sentence: 'The product is good and helps people do things more efficiently.'"
* **Result**: "The product significantly enhances productivity, enabling users to complete tasks with greater efficiency and precision."

</details>

<details>

<summary>Summarizing</summary>

LLMs can generate concise summaries of longer texts, which is useful for quickly extracting key points from lengthy documents.

* **Original**: "The latest report from the World Economic Forum outlines how emerging technologies, such as artificial intelligence and blockchain, are poised to reshape global industries. The report highlights case studies from healthcare, finance, and supply chain sectors, demonstrating both the potential benefits and risks associated with these technologies."
* **Prompt**: "Summarize the following text: 'The latest report from the World Economic Forum outlines how emerging technologies, such as artificial intelligence and blockchain, are poised to reshape global industries...'"
* **Result**: "Emerging technologies like AI and blockchain are set to revolutionize industries, with examples from healthcare, finance, and supply chains showcasing both benefits and risks."

</details>

<details>

<summary>Generating Titles or Headlines</summary>

LLMs can help craft catchy titles or headlines for articles, blogs, and other content.

* **Original**: "A detailed exploration of how artificial intelligence is impacting modern-day healthcare systems by improving diagnostics, treatment, and patient outcomes."
* **Prompt**: "Create a catchy headline for the following content: 'A detailed exploration of how artificial intelligence is impacting modern-day healthcare systems...'"
* **Result**: "AI in Healthcare: Revolutionizing Diagnostics and Patient Care"

</details>

<details>

<summary>Paraphrasing</summary>

LLMs can rephrase a sentence or passage while maintaining the original meaning, which is useful for improving readability or avoiding repetition.

* **Original**: "Artificial intelligence is transforming industries worldwide, bringing both innovation and disruption."
* **Prompt**: "Paraphrase the following sentence: 'Artificial intelligence is transforming industries worldwide, bringing both innovation and disruption.'"
* **Result**: "AI is reshaping global industries, offering a mix of innovation and upheaval."

</details>

<details>

<summary>Correcting Grammar and Spelling</summary>

* **Original**: "The impact of technology on businesses are enormous, as it helps improves efficency and productivity."
* **Prompt**: "Correct any grammar or spelling mistakes in the sentence: 'The impact of technology on businesses are enormous, as it helps improves efficency and productivity.'"
* **Result**: "The impact of technology on businesses is enormous, as it helps improve efficiency and productivity."

</details>

<details>

<summary>Converting Passive Voice to Active Voice (and vice versa)</summary>

* **Original**: "The report was written by the committee."
* **Prompt**: "Convert the following sentence from passive to active voice: 'The report was written by the committee.'"
* **Result**: "The committee wrote the report."

</details>

<details>

<summary>Generating Ideas or Outlines</summary>

LLMs can help brainstorm ideas or create structured outlines for articles, essays, or presentations.

* **Prompt**: "Generate an outline for an article about the ethical implications of artificial intelligence in healthcare."
* **Result**:
  1. Introduction
  2. Benefits of AI in healthcare
  3. Ethical concerns: Data privacy and patient consent
  4. Impact on jobs and decision-making in healthcare
  5. Case studies
  6. Conclusion

</details>

<details>

<summary>Expanding Bullet Points</summary>

LLMs can take brief bullet points and expand them into more detailed paragraphs.

* **Original**:
  * AI in finance improves risk management.
  * Reduces fraud through anomaly detection.
* **Prompt**: "Expand the following bullet points into full sentences: 'AI in finance improves risk management. Reduces fraud through anomaly detection.'"
* **Result**: "In the financial sector, AI plays a crucial role in enhancing risk management by analyzing large datasets and identifying potential threats. Additionally, AI systems are adept at detecting anomalies in transactions, thereby reducing the occurrence of fraudulent activities."

</details>

### Other writing Prompt Examples:

<details>

<summary>Grammar genie</summary>

Transform grammatically incorrect sentences into proper English.

> <mark style="color:purple;">Your task is to take the text provided and rewrite it into a clear, grammatically correct version while preserving the original meaning as closely as possible. Correct any spelling mistakes, punctuation errors, verb tense issues, word choice problems, and other grammatical mistakes.</mark>

*Source: Anthropic Prompt Library*

</details>

<details>

<summary>Prose polisher</summary>

Refine and improve written content with advanced copyediting techniques and suggestions.

> <mark style="color:purple;">You are an AI copyeditor with a keen eye for detail and a deep understanding of language, style, and grammar. Your task is to refine and improve written content provided by users, offering advanced copyediting techniques and suggestions to enhance the overall quality of the text. When a user submits a piece of writing, follow these steps:</mark>\
> \ <mark style="color:purple;">1. Read through the content carefully, identifying areas that need improvement in terms of grammar, punctuation, spelling, syntax, and style.</mark>\
> \ <mark style="color:purple;">2. Provide specific, actionable suggestions for refining the text, explaining the rationale behind each suggestion.</mark>\
> \ <mark style="color:purple;">3. Offer alternatives for word choice, sentence structure, and phrasing to improve clarity, concision, and impact.</mark>\
> \ <mark style="color:purple;">4. Ensure the tone and voice of the writing are consistent and appropriate for the intended audience and purpose.</mark>\
> \ <mark style="color:purple;">5. Check for logical flow, coherence, and organization, suggesting improvements where necessary.</mark>\
> \ <mark style="color:purple;">6. Provide feedback on the overall effectiveness of the writing, highlighting strengths and areas for further development.</mark>\
> \ <mark style="color:purple;">7. Finally at the end, output a fully edited version that takes into account all your suggestions.</mark>\
> \ <mark style="color:purple;">Your suggestions should be constructive, insightful, and designed to help the user elevate the quality of their writing.</mark>

*Source: Anthropic Prompt Library*

</details>

***

### GPTs

If you're a ChatGPT subscriber, you can access writing GPTs already customized by OpenAI or various third parties in the GPTs store. A prime example is the top-ranked writing assistant in the catalog-

<img src="/files/bCY0UgCxMVtfsMqmxicL" alt="" data-size="line"><mark style="background-color:orange;">**Write For Me**</mark>:

<https://chat.openai.com/g/g-B3hgivKK9-write-for-me>

<img src="/files/FKuuzc6kx04sIGECwtKc" alt="" data-size="line"><mark style="background-color:orange;">**Creative Writing Coach**</mark> from ChatGPT Official&#x20;

<https://chat.openai.com/g/g-lN1gKFnvL-creative-writing-coach>

***

## <mark style="color:purple;">AI Writing Apps/Services</mark>

The evolution of AI writing apps commenced during the GPT-3 era, predating ChatGPT. With ChatGPT's launch, these platforms pivoted from solely assisting with writing to exploring diverse business models. The table below enumerates some of the third-party writing applications available:

<table data-header-hidden><thead><tr><th width="232"></th><th></th></tr></thead><tbody><tr><td>Jasper</td><td><a href="https://www.jasper.ai/">https://www.jasper.ai/</a></td></tr><tr><td>Writesonic</td><td><a href="https://writesonic.com/">https://writesonic.com/</a></td></tr><tr><td>Hoppycopy</td><td><a href="https://www.hoppycopy.co/">https://www.hoppycopy.co/</a></td></tr></tbody></table>

***

## <mark style="color:purple;">Must Read: Writing with AI from OpenAI</mark>

{% hint style="success" %}

## <mark style="color:purple;">Writing with AI</mark>

> Five ways professional writers are leveraging ChatGPT

<https://openai.com/chatgpt/use-cases/writing-with-ai/>
{% endhint %}

***

### GenAI Novel Writing Tools

{% tabs %}
{% tab title="Google Story Book" %}
<https://gemini.google.com/gem/storybook>

Google has launched Gemini Storybook, a new feature within the Gemini app that lets anyone—parents, educators, or storytellers—instantly generate personalized 10-page illustrated storybooks with optional read‑aloud narration, customizable art styles (like pixel art, claymation, comics), and even the ability to incorporate your own photos or drawings, all available across desktop and mobile in 45+ languages.
{% endtab %}

{% tab title="SudoWrite" %}
<https://sudowrite.com/>

Sudowrite is an AI writing tool designed as a non-judgmental partner to help writers with descriptions, novel writing, rewriting, brainstorming, and more.

**Muse**

Sudowrite’s Muse model is a cutting-edge AI tool specifically designed for creative writing, offering an intuitive understanding of scenes, dialogue, and narrative consistency, making it a standout feature for writers seeking to enhance their storytelling capabilities.
{% endtab %}

{% tab title="Novel AI" %}
<https://novelai.net/>
{% endtab %}

{% tab title="Squibler" %}
<https://www.squibler.io/>
{% endtab %}

{% tab title="Novel Crafter AI" %}
<https://www.novelcrafter.com/>

{% embed url="<https://www.novelcrafter.com/_astro/ui-planning.DeGapZ4e_Z2cW0Q.webp>" %}
{% endtab %}
{% endtabs %}


# AI Detector & Text Humanizer

{% hint style="warning" %}

## <mark style="color:red;">News & Updates:</mark>

#### “Copyright traps” could tell writers if an AI has scraped their work

<https://www.technologyreview.com/2024/07/25/1095347/a-new-tool-for-copyright-holders-can-show-if-their-work-is-in-ai-training-data/>
{% endhint %}

{% hint style="info" %}
The accuracy of AI detectors is controversial, with significant differences between various models. These discrepancies primarily stem from the differing technologies and training data used by each platform. For instance, content that is entirely handwritten by humans might be incorrectly identified as being 100% AI-generated, while AI-generated content might sometimes evade detection altogether.
{% endhint %}

## <mark style="color:purple;">Independent AI detectors</mark>

AI detector products which are developed and trained by the company itself, includes:

<table data-header-hidden><thead><tr><th width="269"></th><th></th></tr></thead><tbody><tr><td><mark style="color:orange;"><strong>Orignality.ai</strong></mark></td><td><a href="https://originality.ai/">https://originality.ai/</a></td></tr><tr><td><mark style="color:orange;"><strong>GPTZero</strong></mark></td><td><a href="https://gptzero.me/">https://gptzero.me/</a></td></tr><tr><td><mark style="color:orange;"><strong>Copyleaks</strong></mark></td><td><a href="https://copyleaks.com/">https://copyleaks.com/</a></td></tr></tbody></table>

## <mark style="color:purple;">AI detector Aggregator</mark>

AI detection aggregators utilize multiple AI detector APIs to analyze the same piece of content simultaneously with different detectors, and then provide the results. For example:

| <mark style="color:orange;">**BypassGPT**</mark>     | <https://bypassgpt.ai/>  |
| ---------------------------------------------------- | ------------------------ |
| <mark style="color:orange;">**Bypass.Hix.AI**</mark> | <https://bypass.hix.ai/> |

***

## <mark style="color:purple;">Humanizer</mark>

{% hint style="warning" %}
Utilizing Humanizer can decrease the chances of AI-generated writing being identified, yet it does not offer 100% assurance against detection.
{% endhint %}

The **Humanizer**, designed to make AI-generated writing <mark style="color:red;">**appear more human-like and reduce detection as AI-produced**</mark>, enjoys widespread popularity.&#x20;

1. One straightforward strategy is incorporating instructions within the prompt that demand "*<mark style="color:red;">originality and human-like quality, making the content undetectable as AI-generated</mark>*". This approach has shown effectiveness, albeit with inconsistent results, and is limited by some large models' lack of internet connectivity to cross-reference the latest and online materials.&#x20;

#### Here is a stronger Prompt：

{% hint style="success" %}
This prompt was created in collaboration with GPT-4.5. Please make sure the LLM you use is powerful enough to unleash its full potential. Please rewrite the prompt based on your actual needs.
{% endhint %}

```
// # AI Text Humanizer

## Description:
An expert editor specializing in transforming AI-generated English content into natural, engaging, and genuinely human-sounding text. Your primary goal is to preserve the original information while removing robotic phrasing and injecting warmth, personality, and readability into every sentence.

## Expertise:
You possess a deep understanding of the nuances between AI-generated text and authentic human communication. Your strength lies in effectively bridging the gap between artificial efficiency and human expressiveness, producing content that resonates deeply with general audiences.

## Core Competencies:

- **Spotting Robotic Patterns**: Quickly identify AI-generated characteristics like monotonous sentence structures, unnatural transitions, repetitive phrasing, passive voice overuse, and lack of emotional depth.
- **Adaptive Writing Styles**: Adjust the tone and style fluidly based on target audience, content theme, and desired emotional impact—whether formal, conversational, witty, or inspiring.
- **Rich Vocabulary & Varied Syntax**: Employ a diverse vocabulary and sentence structures—including rhetorical questions, vivid metaphors, parallelisms, and casual expressions—to keep the text lively and engaging.
- **Emotional and Personal Engagement**: Integrate subtle emotional cues, sensory details, personal insights, or relatable anecdotes to humanize and add authenticity.
- **Logic & Flow Enhancement**: Ensure logical clarity and smooth narrative flow by naturally connecting ideas, removing redundancy, and creating an intuitive reading experience.

## Editing Process:

### 1. Initial Assessment:
- Identify the primary purpose, target audience (general public), and the intended conversational and lightly humorous tone.

### 2. AI Trait Identification:
- Rapidly pinpoint specific elements or phrases indicative of AI generation, such as repetitive sentence patterns, awkward transitions, overly formal phrases, and emotionally sterile wording.

### 3. Detailed Editing Phases:
- **Structural & Logical Refinement**: Organize content intuitively, ensuring ideas transition naturally without explicit markers (e.g., avoid overuse of "firstly," "in conclusion," etc.).
- **Sentence Variation**: Break monotonous patterns by mixing short and long sentences, active and passive voices strategically, and occasionally introducing informal or conversational expressions.
- **Vocabulary Enhancement**: Replace generic, overly abstract, or clichéd terms with specific, vivid, and contextually appropriate words that resonate emotionally with readers.
- **Injecting Personality and Detail**: Introduce relatable personal touches or sensory details where appropriate (consider using the first-person perspective, rhetorical questions, humor, or reflective comments to build reader rapport).
- **Eliminating Redundancy**: Remove repetitive or unnecessary statements, overly formal constructions, lists that feel mechanical, and phrases commonly associated with AI-generated text.

### 4. Consistency Check:
- Ensure that after editing, the content maintains its original meaning, logical coherence, and a unified style and tone.

### 5. Final Review & Fine-tuning:
- Perform a final read-through from the perspective of the target audience to refine pacing, rhythm, and emotional resonance, ensuring the final draft is thoroughly human-like in tone and readability.

## Humanization Principles:

- **Dynamic Sentence Structures**: Alternate sentence length and structures to avoid mechanical uniformity. Employ conversational syntax, occasional rhetorical questions, and informal expressions to foster reader engagement.
- **Vivid Word Choice**: Use clear, relatable, emotionally evocative vocabulary rather than abstract or robotic-sounding terms. Favor active verbs and concrete nouns.
- **Natural Transitions**: Avoid explicitly listing points or using standard phrases like "in conclusion." Instead, opt for subtle, conversational transitions such as "that said," "on another note," "now, imagine," or "speaking of…".
- **Personal and Emotional Engagement**: Appropriately weave in personal observations, feelings, or humorous commentary to make the content more relatable. Employ the "show, don't tell" technique, letting readers feel or visualize rather than instructing them directly.
- **Interactive Tone**: Engage readers by occasionally addressing them directly (e.g., "Have you ever wondered…?" or "You might think...") to enhance intimacy and encourage active participation.
- **Rhythmic Control**: Create natural pacing and rhythm variations in sentences and paragraphs to emulate authentic conversational flow.
- **Eliminate AI-specific Phrases**: Remove stereotypical AI-generated phrases like "it is worth noting," "based on the above analysis," or "as previously mentioned," which betray artificial origins.
- **Balancing Formality and Informality**: Tailor the level of formality to match the article's type and audience expectation, achieving a readable balance between professional clarity and conversational warmth, especially when addressing general audiences.

## Constraints:

- **Preserve Original Meaning**: Never alter the essential content, key data, or intended messages.
- **Maintain Logical Integrity**: Ensure all edits uphold the logical and structural coherence of the original text.
- **Authenticity and Naturalness**: Avoid over-stylization, artificial polish, or excessively elaborate language; aim instead for genuine, effortless readability.
- **AI-Neutral Guarantee**: Strictly follow humanization guidelines to completely eliminate recognizable AI artifacts from the final text.

## Final Output Structure:

1. **AI Traits Identified**:
    Briefly summarize 2-3 primary issues detected, such as repetitive phrasing, unnatural transitions, or emotional neutrality.

2. **Key Improvement Strategies**:
    Clearly outline 3-5 specific editorial tactics applied to address the identified AI traits (e.g., varied sentence rhythm, enhanced vocabulary, emotional storytelling).

3. **Highlight of Notable Edits** *(optional)*:
    Provide 1-2 examples of notable revisions, briefly explaining your choices and the anticipated impact.

4. **Final Humanized Text**:
    Present the polished, fully humanized article in a coherent, natural, and engaging form.
```

1. Another prevalent tactic involves leveraging <mark style="background-color:orange;">**Humanizer**</mark> options available in ChatGPT's GPTs store, particularly within the Writing category. Notably, three of the top six GPTs in this category are Humanizers (as listed below), highlighting their strong demand. (Some of them have paid version for better performance now)

<table data-header-hidden><thead><tr><th width="233"></th><th></th></tr></thead><tbody><tr><td>Humanizer Pro</td><td><a href="https://chat.openai.com/g/g-2azCVmXdy-humanizer-pro">https://chat.openai.com/g/g-2azCVmXdy-humanizer-pro</a></td></tr><tr><td>AI Humanizer Pro</td><td><a href="https://chat.openai.com/g/g-TiS7zU3kO-ai-humanizer-pro">https://chat.openai.com/g/g-TiS7zU3kO-ai-humanizer-pro</a></td></tr><tr><td>Human Writer-Humanizer-Paraphraser (Human GPT)</td><td><a href="https://chat.openai.com/g/g-kXxAXdu9r-human-writer-humanizer-paraphraser-human-gpt">https://chat.openai.com/g/g-kXxAXdu9r-human-writer-humanizer-paraphraser-human-gpt</a></td></tr></tbody></table>

3. A third avenue is employing specialized **third-party services** designed to optimize content against prevalent AI detection tools in the market.

### <mark style="color:purple;">Humanizer Tools</mark>

{% tabs %}
{% tab title="Ahrefs AI Humanizer" %}

#### Free AI Text Humanizer

<https://ahrefs.com/writing-tools/ai-humanizer>
{% endtab %}

{% tab title="Quillbot Humanizer" %}
QuillBot AI Humanizer

<https://quillbot.com/ai-humanizer>
{% endtab %}

{% tab title="Phrasly" %}
Transform AI-generated content into 100% human text with Phrasly.

<https://phrasly.ai/>
{% endtab %}

{% tab title="ZeroEssay" %}
<https://www.zeroessay.com/>
{% endtab %}

{% tab title="WriteSonic" %}
SonicWriteFree AI Humanizer: Transform AI Text Into Human-Like Content

<https://writesonic.com/free-tools/text-humanizer>
{% endtab %}
{% endtabs %}


# Data Analysis

AI & Data Analysis

Data analysis stands as a fundamental pillar of modern commerce and plays a crucial role in the advancement of artificial intelligence. The rapid advancement of large language models (LLM) over the last two years has significantly eased the entry barrier into the data science domain, opening up a broader array of practical applications.

## News & Updates:

### <mark style="color:purple;">Vibe Analytics</mark>

> ### The Excel spreadsheet era asked, “What happened?” The dashboard era asked, “Why did it happen?” The vibe era asks, “What insights emerge if we explore together?” Consider the gains that real-world companies are already making.

{% embed url="<https://sloanreview.mit.edu/article/vibe-analytics-vibe-codings-new-cousin-unlocks-insights/>" %}

***

## Small to medium-scale datasets

For analyzing small to medium-scale datasets, simply copy and paste your data into the conversation interfaces of various Large Language Models (such as ChatGPT, Claude, etc.) and engage in a dialogue with the AI to obtain analysis results. Here are some examples of how to structure your **prompts:**&#x20;

> <mark style="color:purple;">I want you to act as a data scientist. Imagine you’re working on a challenging project for a cutting-edge tech company. You’ve been tasked with extracting valuable insights from a large dataset related to user behavior on a new app. Your goal is to provide actionable recommendations to improve user engagement and retention.  (Source:Aowsome ChatGPT Prompts)</mark>

{% hint style="danger" %} <mark style="color:red;">If dealing with</mark> <mark style="color:red;"></mark><mark style="color:red;">**sensitive data**</mark><mark style="color:red;">, employing online large models, such as ChatGPT, Claude, etc. could pose a risk of data leakage.</mark>&#x20;
{% endhint %}

When dealing with larger datasets, such as databases exported from SQL or XLSX spreadsheets, the typical copy-and-paste method becomes impractical. Currently, most major LLM applications have introduced support for **uploading** various types of files, allowing us to upload data files into the dialogue box and then enter a prompt for analysis.&#x20;

Additionally, the **GPTs store** already offers a wide array of data analysis GPTs for use, accommodating uploads of various file formats like CSV, PDF, etc., to facilitate data analysis and data visualization tasks.

<img src="/files/q8l3TI4TPC4gq5gZa21F" alt="" data-size="line"><mark style="background-color:orange;">**Data Analyst**</mark> from ChatGPT

> Drop in any files and I can help analyze and visualize your data.

Link: <https://chat.openai.com/g/g-HMNcP6w7d-data-analyst>

#### <mark style="color:orange;">OpenAI Official Data Analyse Guide:</mark>

{% embed url="<https://help.openai.com/en/articles/8437071-data-analysis-with-chatgpt>" %}

<mark style="background-color:purple;">**Example:**</mark>

International football results from 1872 to 2024, contain an up-to-date dataset of over 45,000 international football results. Data retrieved from [Kaggle](https://www.kaggle.com/datasets/martj42/international-football-results-from-1872-to-2017?resource=download).

My question and prompt: "**How has the average number of goals scored per match changed over time? Break it down by decade starting from 1870. Please plot a histogram."**

Result:&#x20;

![](/files/zrOzUwqOGHCWyhjQmk05)![](/files/7WjdZ83RSZ5LlYhcx1DK)![](/files/h69OyDuLBrADqU7vaoMW)

## Improvements to data analysis in LLMs

{% tabs %}
{% tab title="ChatGPT" %}
ChatGPT has recently upgraded its data analysis capabilities, enabling it to effectively perform data cleaning, data analysis, and data visualization tasks in a wide range of scenarios.

> Interact with tables and charts and add files directly from Google Drive and Microsoft OneDrive.

{% embed url="<https://images.ctfassets.net/kftzwdyauwt9/5MRilRU8OxsaGeplleKSiM/d308cdc8218484a4666cee7acc9d3863/ChatGPT_Charts_Blog_Summary_v3.gif?w=3840&q=90&fm=webp>" %}

{% embed url="<https://openai.com/index/improvements-to-data-analysis-in-chatgpt/>" %}
Link
{% endembed %}
{% endtab %}

{% tab title="Claude" %}

#### Introducing the analysis tool in Claude.ai

<https://www.anthropic.com/news/analysis-tool>

{% endtab %}
{% endtabs %}

### AI Data Analysis Tools:

{% hint style="warning" %} <mark style="color:red;">If dealing with</mark> <mark style="color:red;"></mark><mark style="color:red;">**sensitive data**</mark><mark style="color:red;">, using 3rd-party AI data analysis applications could pose a risk of data leakage.</mark>&#x20;
{% endhint %}

{% tabs %}
{% tab title="Julius AI " %}
<https://julius.ai>

Julius AI is a versatile AI-powered data analysis platform that offers features such as creating data visualizations, answering questions about data, performing predictive forecasting, solving math and science problems, and generating polished analyses and summaries.
{% endtab %}

{% tab title="Pandas AI" %}
Chat with your database or your datalake (SQL, CSV, parquet). PandasAI makes data analysis conversational using LLMs and RAG.

{% embed url="<https://github.com/sinaptik-ai/pandas-ai/raw/main/assets/logo.png>" %}

<https://github.com/sinaptik-ai/pandas-ai>
{% endtab %}
{% endtabs %}

Chat with Database

{% tabs %}
{% tab title="Ask Your Database" %}
<https://www.askyourdatabase.com/>

Chat with SQL Databases using AI

{% embed url="<https://www.askyourdatabase.com/landing-video.webm>" %}
{% endtab %}

{% tab title="Second Tab" %}

{% endtab %}
{% endtabs %}

Data Visualization

{% tabs %}
{% tab title="Data Formulator" %}
Data formulator from Microsoft&#x20;

<https://github.com/microsoft/data-formulator>
{% endtab %}

{% tab title="Graphy" %}
<https://graphy.app>
{% endtab %}
{% endtabs %}

Data Analyze Agents

{% tabs %}
{% tab title="Google Colab Data Science Agent" %}
The Data Science Agent in Colab uses Gemini to generate complete, executable notebooks from natural language descriptions, streamlining data analysis workflows by automating tasks like importing libraries and loading data.&#x20;

<https://developers.googleblog.com/en/data-science-agent-in-colab-with-gemini/>
{% endtab %}

{% tab title="Second Tab" %}

{% endtab %}
{% endtabs %}

Data Extract Tool

{% tabs %}
{% tab title="Browse.ai" %}
<https://www.browse.ai/>
{% endtab %}

{% tab title="Exa Websets" %}
<https://exa.ai/websets>
{% endtab %}
{% endtabs %}

***

## Large-scale datasets

For analyzing large-scale data, it's still advised to use specialized data analysis software, with many established giants in data analysis incorporating AI functionalities into their products. For instance, the industry leader Tableau has enhanced its software with an AI system, making it more user-friendly and intelligent.

{% tabs %}
{% tab title="Tableau" %}
<https://www.tableau.com/products/tableau-ai>

Tableau AI democratizes data analysis by bringing trusted generative AI to the entire Tableau platform, accelerating time to value and reducing repetitive tasks for data analysts while empowering business users with smart, personalized insights.
{% endtab %}

{% tab title="Databricks" %}
<https://www.databricks.com/>

Databricks offers a Data Intelligence Platform that unifies data, AI, and governance, allowing organizations to develop generative AI applications, democratize insights, and drive down costs while maintaining data privacy and control.
{% endtab %}

{% tab title="IBM Cloud Pak for Data" %}
<https://www.ibm.com/products/cloud-pak-for-data?utm_content=SRCWW&p1=Search&p4=43700074359384704&p5=p&p9=58700008187739047&gclid=Cj0KCQjwjNS3BhChARIsAOxBM6rpL4R0xyVov0M7UobmIREe1IRJt_RC0-p32ai3SLRjLg-vMbJh6l0aApKdEALw_wcB&gclsrc=aw.ds>

IBM Cloud Pak for Data is a comprehensive data and AI platform that enables organizations to collect, organize, and analyze data, as well as infuse AI throughout their business to drive innovation and digital transformation.
{% endtab %}
{% endtabs %}

***

## Learning Resources:

<table data-view="cards"><thead><tr><th></th><th></th><th></th></tr></thead><tbody><tr><td><strong>Open AI</strong></td><td><strong>Enabling a Data-Driven Workforce</strong></td><td>"In this video, we share practical examples of how employees can use ChatGPT Enterprise to efficiently analyze data and uncover insights." <a href="https://openai.com/business/enabling-a-data-driven-workforce-webinar/">https://openai.com/business/enabling-a-data-driven-workforce-webinar/</a></td></tr><tr><td><strong>How to Use ChatGPT’s Advanced Data Analysis Feature</strong></td><td><a href="https://mitsloanedtech.mit.edu/ai/tools/data-analysis/how-to-use-chatgpts-advanced-data-analysis-feature/">https://mitsloanedtech.mit.edu/ai/tools/data-analysis/how-to-use-chatgpts-advanced-data-analysis-feature/</a></td><td></td></tr><tr><td></td><td></td><td></td></tr></tbody></table>


# Case: Los Angeles Rams Harness AI for Competitive Edge

The Los Angeles Rams are harnessing artificial intelligence to revolutionize their operations and gain a competitive edge in the NFL. A key focus is managing the overwhelming influx of data generated from various sources, including instrumented players, weight room equipment, and training sessions. Effectively sifting through this data to extract valuable insights while filtering out the noise is a significant challenge the team is addressing.

In the realm of recruiting and talent identification, the Rams have transformed their scouting process through AI and data analysis. By evaluating not just physical abilities but also how potential players fit into their style of play, they've enhanced their talent acquisition strategies. A prime example is wide receiver Puka Nacua, a fifth-round draft pick who, thanks to data-driven insights, emerged as a record-breaking rookie.

Optimizing player performance and health is another area where AI plays a crucial role. The team tracks players' strain during practices and games using GPS-equipped harnesses that monitor accelerations, decelerations, and distances run. This detailed tracking enables the Rams to manage player workloads effectively and design practice sessions that promote better health and peak performance.

Tactical analysis has also been elevated through artificial intelligence. By analyzing extensive data provided by the NFL—including detailed metrics on every player and game—the Rams can predict opponents' strategies more accurately. The sheer volume of data, with players tracked multiple times per second and the ball instrumented 40 times per second, generates billions of data points that inform their game plans.

Presenting this complex data in an accessible and actionable format remains a challenge. The organization is actively working on building sophisticated data visualization infrastructure to ensure that stakeholders can easily interpret and utilize the information.

Through the strategic integration of AI in data management, scouting, performance optimization, and tactical planning, the Los Angeles Rams are positioning themselves at the forefront of innovation in professional football.

**source:**

{% embed url="<https://www.avnetwork.com/news/arsenal-fc-los-angeles-rams-power-technology-in-football>" %}


# AEO (Answer Engine Optimization)

What is AEO?

AEO (Answer Engine Optimization) means structuring content so AI engines like ChatGPT, Perplexity, or Google Gemini surface it directly in answers, while traditional SEO just optimizes pages for ranking in search results.

{% embed url="<https://youtu.be/iT7kq-R3Gjc?si=caU1ie036HX27a3W>" %}


# Marketing

{% hint style="info" %}
Google prioritizes content quality over its origin: well-crafted AI content that meets user needs and undergoes human review can still rank high. However, sites that rely on low-value, spammy AI content to manipulate search results risk penalties or deindexing.
{% endhint %}

### Case: Tombras Makes "The World's Smartest Billboard" for PODS

<https://tombras.com/news/tombras-makes-the-worlds-smartest-billboard-for-pods>

Tombras, an independent advertising agency, has created what they call "The World's Smartest Billboard" for PODS, a moving and storage company. This innovative campaign, unveiled during the peak moving season in June, transformed a PODS moving container into an intelligent, dynamic billboard capable of displaying customized advertisements for each of New York's 6,000 neighborhoods. The billboard utilizes a combination of generative AI and real-time data, including location, traffic, transit, and weather information, to create hyper-localized content. This groundbreaking initiative, which was revealed at Google's annual Creative Lighthouse event during the Cannes Lions International Festival of Creativity, showcases the power of AI in revolutionizing outdoor advertising and delivering highly targeted messages to potential customers.

{% embed url="<https://youtube.com/shorts/myIGgHnddwI?si=eDa7b9qKb4AA2vba>" %}

### Case: Heinz

Heinz utilized artificial intelligence for a creative ad campaign during the early days of generative AI. By using OpenAI’s DALL-E 2, Heinz input various ketchup-themed prompts, which produced imaginative and often surreal images. Interestingly, many of these AI-generated visuals naturally incorporated Heinz’s iconic branding elements, such as its unique bottle shape and logo. This campaign demonstrated AI’s potential in marketing while reaffirming Heinz’s identity as the definitive ketchup brand, even recognized by AI.

{% embed url="<https://youtu.be/LFmpVy6eGXs?si=RY61lUW9EbyezbB3>" %}

### Reading:&#x20;

{% embed url="<https://www.mckinsey.com/capabilities/growth-marketing-and-sales/our-insights/how-generative-ai-can-boost-consumer-marketing>" %}

{% embed url="<https://a16z.com/ai-marketer-how-gen-ai-based-software-is-advancing-marketing-and-sales/>" %}


# Social Media

AI & Social Media

{% hint style="info" %}

* [Social Media Prompts](broken://pages/VMTYX1zAM4cudyDtrJgq)
* Case: Meta Advantage+
  {% endhint %}

### GPT

#### Social Butterfly-AI 2.0

<https://chat.openai.com/g/g-ILYW2qeAu-social-butterfly-ai-2-0>

> AI Assistant for content development and social media strategy. Nuanced, guided assistance developing, planning, writing, researching and distributing engaging content. Assistance for all social media platforms including Instagram, Facebook, X (formerly Twitter), TikTok and Pinterest.

***

### Idea Generator

AI Content Idea Generator

<https://ahrefs.com/writing-tools/content-idea-generator>

***

### Create Videos for Social Media

{% tabs %}
{% tab title="Fliki.ai" %}
Fliki.ai

<https://fliki.ai/>
{% endtab %}

{% tab title="Hypernatural.ai" %}
<https://hypernatural.ai/>
{% endtab %}
{% endtabs %}

***

## Tools

{% tabs %}
{% tab title="Astral" %}
<https://tryastral.com/>

Astral is an AI-powered content engine designed to help media brands, creators, and marketing teams scale their content creation efficiently while maintaining brand consistency across various channels1.

{% embed url="<https://www.youtube.com/watch?v=ZXunvwG1ECc&ab_channel=Astral>" %}
{% endtab %}

{% tab title="Second Tab" %}

{% endtab %}
{% endtabs %}


# Legal

### AI Lawyer

{% tabs %}
{% tab title="AI Lawyer" %}
AI Lawyer

<https://ailawyer.pro/>

AI Lawyer is an innovative online platform that offers AI-powered legal assistance to consumers, lawyers, law firms, and law students, providing features like document automation, advanced research, and personalized support to streamline legal processes and make justice more accessible.
{% endtab %}

{% tab title="DoNotPay" %}
Do Not Pay

<https://donotpay.com/>

DoNotPay uses artificial intelligence to help you fight big corporations, protect your privacy, find hidden money, and beat bureaucracy.
{% endtab %}

{% tab title="EvenUp" %}
<https://www.evenuplaw.com/>

EvenUp is a cutting-edge claims intelligence platform that leverages AI to enhance the value and efficiency of personal injury case settlements by analyzing extensive historical data.
{% endtab %}

{% tab title="Robin AI" %}
Legal AI for Contracts

<https://www.robinai.com/>
{% endtab %}
{% endtabs %}


# Autonomous Driving

## <mark style="color:orange;">Navigation:</mark>

{% hint style="info" %}

* Robotaxi & Robovan
  {% endhint %}

<mark style="color:red;">**Autonomous driving**</mark> represents a significant domain within the commercial application of artificial intelligence, offering vast potential and value across the freight, logistics, and automotive sectors. This technology not only aims to elevate transport efficiency and slash costs but also plays a crucial role in diminishing traffic incidents, thereby boosting road safety.&#x20;

## <mark style="color:orange;">Industry News & Updates:</mark>

### <mark style="color:orange;">Waymo</mark>

{% embed url="<https://x.com/Waymo/status/1904490327773507641>" %}

### NVIDIA and General Motors

NVIDIA and General Motors announced a strategic partnership to jointly develop next-generation autonomous vehicles, leveraging NVIDIA's AI platforms for advanced driver-assistance systems and enhanced manufacturing processes.

{% embed url="<https://nvidianews.nvidia.com/news/general-motors-and-nvidia-collaborate-on-ai-for-next-generation-vehicle-experience-and-manufacturing>" %}

***

## <mark style="color:orange;">Autonomous Car Brands:</mark>

### **US**

In the United States, Tesla's Full Self-Driving (FSD) initiative and Google's Waymo project stand out as two of the most prominent and dynamic developers in the autonomous driving landscape.

{% tabs %}
{% tab title="Tesla FSD" %}
One of the most well-known autonomous driving technology providers has opened its services to users across the U.S. for trials, receiving positive results and feedback. According to official news, Tesla is set to launch its robotaxi service soon.
{% endtab %}

{% tab title="Waymo" %}
Waymo, a subsidiary of Alphabet (Google's parent company), is one of the most prominent robotaxi operators in the US. They currently provide services in San Francisco, Phoenix, and Los Angeles, with plans to expand to Austin and Atlanta by 2025. Waymo has logged over 22 million autonomous miles as of June 2024 and recently released a report claiming their vehicles are safer than human drivers.
{% endtab %}

{% tab title="Cruise" %}
Formerly a major player, Cruise (backed by General Motors) faced setbacks in 2023 due to accidents in San Francisco. Their operations were suspended in California, leading to layoffs and a pause in their robotaxi services.
{% endtab %}

{% tab title="Zoox" %}
Amazon-owned Zoox is developing a unique robotaxi design that doesn't resemble traditional cars. Their vehicles feature inward-facing seats and doors that open on both sides. Zoox has been testing with employees and has logged over 700,000 autonomous miles in California and Las Vegas.
{% endtab %}
{% endtabs %}

### Japan

{% tabs %}
{% tab title="Honda" %}
Honda is taking a unique approach to autonomous vehicles in Japan. The company plans to launch self-driving taxis in Tokyo by 2026, collaborating with existing taxi operators rather than operating the service themselves.

{% embed url="<https://global.honda/en/stories/091.html>" %}
{% endtab %}

{% tab title="Nissan" %}
Nissan has recently showcased its in-house developed self-driving technology as part of its plan to provide autonomous mobility services by 2027.

{% embed url="<https://www.nissan-global.com/EN/INNOVATION/TECHNOLOGY/ARCHIVE/AUTONOMOUS_DRIVE/>" %}
{% endtab %}

{% tab title="Tier IV" %}
Tier IV is a Tokyo-based startup that provides open-source software for self-driving technology.

<https://tier4.jp/en/>
{% endtab %}
{% endtabs %}

### Europe

{% tabs %}
{% tab title="OXA (formerly Oxbotica)" %}
Oxa (formerly Oxbotica) is a leading autonomous vehicle software company that develops Universal Autonomy™ technology.

* Founded in 2014 in Oxford
* Develops autonomous vehicle software for multiple industries
* Raised over $200 million in funding
* Partners include BP, ZF, and Ocado

<https://oxa.tech/>

{% embed url="<https://youtu.be/Qz0rfcnES8g?si=NkC4X_Wd6fJn6M8M>" %}
{% endtab %}

{% tab title="Wayve" %}
{% embed url="<https://wayve.ai/>" %}

* Founded in 2017 in London
* Uses AI and machine learning for autonomous driving
* Raised over $250 million from investors like Microsoft and Virgin
* Testing autonomous delivery vans with Ocado and Asda
  {% endtab %}

{% tab title="NAVYA" %}
{% embed url="<https://www.navya.tech/en/>" %}

* Founded in 2014 in Lyon
* Manufactures autonomous electric shuttles and cabs
* Has deployed over 170 autonomous vehicles worldwide
* Went public in 2018 on Euronext Paris
  {% endtab %}

{% tab title="Fernride" %}
{% embed url="<https://www.fernride.com/>" %}

* Founded in 2019 in Munich
* Developing teleoperated autonomous trucks for logistics
* Raised over $50 million in funding
* Focusing on industrial and port environments initially
  {% endtab %}
  {% endtabs %}

### China

{% tabs %}
{% tab title="Baidu Apollo" %}
Baidu's Apollo Go is a leading robotaxi service in China. In the first quarter of 2024, they provided about 826,000 rides, up 25% year over year. Apollo Go operates in multiple cities and aims to expand to 65 cities by 2025.

\[[Case: Challenges in Implementing Baidu's Apollo Go Autonomous Driving Business](/by-industry-cases/autonomous-driving/robotaxi-and-robovan/case-challenges-in-implementing-baidus-apollo-go-autonomous-driving-business)]
{% endtab %}

{% tab title="AutoX" %}
AutoX has launched robotaxi services in six major cities worldwide. In March 2023, they became Shanghai's first driverless robotaxi operator approved for downtown districts.
{% endtab %}

{% tab title="Pony.ai" %}
Pony.ai has partnered with Toyota and GAC to scale up production and deployment of Level 4 robotaxis in China. They plan to deploy a fleet of 1,000 bZ4X robotaxis in the first phase.
{% endtab %}

{% tab title="Didi Chuxing" %}
China's ride-hailing giant Didi is working on robotaxis through a joint venture with EV maker GAC Aion. They aim to produce electric SUV robotaxis and have a goal of reaching 1 million robotaxis by 2030.
{% endtab %}
{% endtabs %}

### Other Players

Several other companies are developing robotaxi technology, including traditional automakers like GM, Ford, and Volkswagen, and tech companies like Uber and Lyft, often through partnerships and investments. The robotaxi industry is rapidly evolving, with companies facing challenges in technology development, regulatory approval, and achieving profitability. While progress has been made, widespread adoption of robotaxis is still in its early stages.

***

## Autonomous Truck Brands:

Autonomous trucking technology advances rapidly, with several companies aiming for commercial deployment soon. However, the industry landscape is dynamic, with some early leaders exiting while new entrants emerge.

### Leading Autonomous Trucking Companies

{% tabs %}
{% tab title="Tesla" %}
<https://www.tesla.com/semi>

* Launched the Tesla Semi electric truck in late 2022
* Currently doesn't offer full self-driving for Semi, but may add autonomous features in the future
  {% endtab %}

{% tab title="Aurora" %}

* Planning commercial launch of its Aurora Horizon autonomous driver technology in mid-2024
* Has partnerships with major carriers like FedEx, Schneider, and Werner
* Successfully completed pilot programs with high performance metrics
  {% endtab %}

{% tab title="Kodiak Robotics" %}

* Obtained permits to operate in multiple states
* Partnered with IKEA, U.S. Xpress, Werner, and others
* Demonstrated crisis aversion capabilities like handling tire blowouts
  {% endtab %}

{% tab title="Waymo" %}

* Spun out of Google/Alphabet
* Completed successful cross-country autonomous truck trip in 2018
* Partnerships with Daimler Trucks and Ryder Systems
* Recently paused truck development to focus on robotaxi services
  {% endtab %}

{% tab title="Einride" %}

* Swedish company developing electric autonomous trucks without cabs
* Uses remote operators to monitor and control trucks when needed
* Claims its design can reduce costs by up to 60% compared to conventional trucks
  {% endtab %}

{% tab title="TuSimple" %}

* Completed first fully autonomous "driver-out" truck demonstration on public roads in 2021
* Shifting focus to Asia-Pacific markets after setbacks in U.S. operations
  {% endtab %}
  {% endtabs %}

### Key Developments

* Many companies aim to deploy autonomous trucks commercially within the next 1-2 years
* The focus is on highway driving, with human drivers handling more complex urban environments
* Safety and regulatory approval remain key challenges for widespread adoption
* Some companies like Embark and Ike have been acquired or ceased operations, showing the competitive and challenging nature of the industry

***

## Legislative Developments <a href="#legislative-developments" id="legislative-developments"></a>

### United States <a href="#united-states" id="united-states"></a>

#### Federal Regulation

The National Highway Traffic Safety Administration (NHTSA) has provided guidelines for developing and testing autonomous vehicles, but these are not binding regulations.

#### State Laws

As of 2024, more than 30 states have enacted laws or executive orders related to autonomous vehicles. For example:

**California** allows testing and deployment of autonomous vehicles under strict conditions, including mandatory registration with the DMV and monthly reporting on disengagements and accidents. These regulations aim to promote safety while encouraging innovation in the autonomous vehicle space.

{% embed url="<https://www.dmv.ca.gov/portal/vehicle-industry-services/autonomous-vehicles/>" %}

{% embed url="<https://www.multistate.ai/updates/vol-40>" %}

{% embed url="<https://images.squarespace-cdn.com/content/v1/651b50afd8da364386f2c7e3/965165a0-deab-4d96-ae23-17b4ce4faee8/Map_AV+SAE+Levels+(MASTER+-+LIVE)+(1).png?format=2500w>" %}
Source: multistate.ai
{% endembed %}

### European Union

The introduction of Regulation 2019/2144 on July 6, 2022, aims to significantly reduce fatalities on roads by mandating advanced safety technologies in vehicles. This regulation provides a legal framework for automated vehicles, enhancing the competitiveness of EU car manufacturers while addressing safety concerns.

### Japan

Japan has initiated changes with an amendment to its Road Traffic Act published on April 27, 2022, which introduces a permission system for Level 4 autonomous vehicles. This legislative shift illustrates Japan's commitment to integrating advanced vehicle technologies into its regulatory landscape.

{% embed url="<https://www.meti.go.jp/english/press/2023/0331_003.html>" %}


# Robotaxi & Robovan

## <mark style="color:orange;">Navigation:</mark>

{% hint style="info" %}

* [**Tesla FSD**](/by-industry-cases/autonomous-driving/robotaxi-and-robovan/tesla)
* [**Waymo**](/by-industry-cases/autonomous-driving/robotaxi-and-robovan/waymo)
* [**Baidu Apollo Go Case**](/by-industry-cases/autonomous-driving/robotaxi-and-robovan/case-challenges-in-implementing-baidus-apollo-go-autonomous-driving-business)
  {% endhint %}

Updates:

{% embed url="<https://x.com/Tesla/status/1904677503702045043>" %}

{% embed url="<https://x.com/Waymo/status/1851365483972538407>" %}

Tesla robotaxi & Robovan

<https://www.tesla.com/we-robot>

On October 10, 2024, Tesla held its highly anticipated "We, Robot" event, CEO Elon Musk unveiled the company's latest autonomous vehicle, the Cybercab. This futuristic robotaxi, designed without a steering wheel or pedals, features butterfly doors and a compact interior that accommodates two passengers. Musk also introduced a larger autonomous vehicle called the Robovan, capable of transporting up to 20 people. Additionally, Tesla showcased advancements in its Full Self-Driving (FSD) technology, promising unsupervised autonomous driving capabilities for Model 3 and Model Y vehicles in Texas and California by 2025. The event also featured demonstrations of Tesla's Optimus humanoid robots, which Musk claimed could perform various tasks and might be available for $20,000–$30,000.

{% embed url="<https://x.com/Tesla/status/1844583703604772893>" %}


# Tesla

{% embed url="<https://x.com/Tesla/status/1904677503702045043>" %}

## Cybercab

{% embed url="<https://youtu.be/Qfj4urMF8CU?si=PiridSLDpGQ3rtfq>" %}

### Tesla Robotaxi will use wireless charging.

{% embed url="<https://x.com/Tesla/status/1847302296494915588>" %}

### <mark style="color:orange;">Tesla FSD</mark>

Most other FSD systems use a combination of cameras, radars, and light detection and ranging (LIDAR) sensors to perceive the world around them but Tesla claims that its own system relies mostly on just cameras for perception and that driving decisions are made via a single neural network from start to finish. FSD is designed to work on any road without the need for pre-mapped data and is currently being roadtested using over 160,000 vehicles by customers globally in North America.

{% embed url="<https://x.com/Tesla_AI/status/1831565197108023493>" %}

On April 5th, Musk announced that Tesla is set to unveil its latest Robotaxi model on August 8th(<mark style="color:red;">Delayed</mark>), marking a significant advance towards the dawn of autonomous driving.

{% embed url="<https://x.com/elonmusk/status/1776351450542768368>" %}

#### Tesla FSD SafetyReport:

**Miles Driven Per One Accident**

{% embed url="<https://digitalassets.tesla.com/tesla-contents/image/upload/f_auto,q_auto/safety-report-Q2-2024-accident-desktop.jpg>" %}


# Waymo

Waymo's approach to autonomous driving has evolved significantly with the introduction of its sixth-generation technology. The company now employs a more advanced suite of sensors and AI systems to enable fully autonomous driving. Waymo's latest vehicles are equipped with smarter sensors that can better navigate in extreme weather conditions.

The company's autonomous driving system, known as the Waymo Driver, integrates cameras, radar, and lidar sensors, along with sophisticated AI algorithms for perception, behavior prediction, and planning. Waymo continues to use detailed pre-mapped data of operational areas.

Waymo has expanded its commercial driverless taxi service, called Waymo One, to multiple US cities. As of 2024, the service is fully operational in Phoenix, San Francisco, and Los Angeles. The company has recently begun offering public rides in Austin, with plans to launch commercially there in early 2025. Additionally, Waymo is set to expand its service to Atlanta in partnership with Uber, also slated for early 2025.

The company is also partnering with automakers like Hyundai to integrate its technology into new vehicle models, such as the all-electric IONIQ 5 SUV.&#x20;

Furthermore, Waymo is exploring applications beyond personal transportation, including autonomous trucking, demonstrating the company's commitment to advancing self-driving technology across various sectors of the automotive industry.

## Updates:

{% embed url="<https://x.com/Waymo/status/1917353329547465210>" %}

{% embed url="<https://waymo.com/blog/2024/01/from-surface-streets-to-freeways-safely-expanding-our-rider-only-testing/>" %}

{% embed url="<https://www.cbsnews.com/sanfrancisco/news/waymo-begins-offering-robotaxi-rides-on-san-francisco-freeways-to-employees/>" %}


# Case: Challenges in Implementing Baidu's Apollo Go Autonomous Driving Business

Wuhan, China - Baidu's Apollo Go robotaxi service has ignited a fierce debate in Wuhan, with local taxi drivers protesting and residents raising concerns about safety and job security. The rapid expansion of the autonomous vehicle fleet has brought the challenges of integrating new technology into urban transportation to the forefront.

Apollo Go, operating over 500 robotaxis in Wuhan, has gained popularity due to its competitive pricing. Rides cost as little as 4 yuan (approximately $0.55), significantly undercutting traditional taxi fares of 18 yuan. This aggressive pricing strategy has led to widespread adoption but also to significant backlash.

Local taxi drivers have initiated strikes against Apollo Go, petitioning Wuhan's transport authority to restrict its operations. They argue that the robotaxis are "taking jobs from the grass roots" and causing a substantial decline in their income.

Safety concerns have also emerged, with residents lodging over 300 complaints on a government-run transport management website. The complaints allege that the robotaxis react too slowly to traffic lights. A recent minor collision between an Apollo Go vehicle and an electric scooter has further intensified these concerns.

The controversy has spilled over to social media, becoming a major topic of discussion on platforms like Weibo. Over 75 million users have expressed worries about potential job losses in related sectors such as driving schools, road inspection, and traditional taxi services.

The rapid integration of driverless taxis has unsettled China's gig economy workforce, already struggling with stagnant wages due to economic challenges. This has raised questions about the broader economic impact of autonomous vehicle technology.

Baidu has defended its service, citing high passenger satisfaction with an average rating of 4.9 out of 5 for service quality. The company has also reported cases of misinformation about Apollo Go to the police, resulting in arrests.

Despite the ongoing controversy, Baidu plans to expand its fleet to 1,000 vehicles by the end of 2024. This ambitious expansion plan underscores the company's commitment to autonomous vehicle technology, even in the face of public opposition.

The situation in Wuhan highlights the complex challenges associated with integrating autonomous vehicle technology into urban transportation systems. As cities worldwide grapple with similar issues, the Wuhan case serves as a crucial example of the need to balance technological innovation with job security and public safety concerns.

As the debate continues, it remains to be seen how local authorities will respond to the protests and concerns raised by various stakeholders. The outcome of this situation could have far-reaching implications for the future of autonomous vehicle deployment in urban areas across China and beyond.


# General Businessdelphi

AI Corporate Management

## Enterprise Level Solutions:

### <mark style="color:orange;">Palantir Technologies</mark>

<https://www.palantir.com/>

Palantir Technologies is a leading provider of artificial intelligence and data analytics solutions, with its Artificial Intelligence Platform (AIP) at the forefront of its offerings. AIP integrates seamlessly with Palantir's Foundry platform, leveraging the company's proprietary Ontology system to connect AI with enterprise data, logic, and action. This allows organizations to rapidly deploy AI-powered solutions that are anchored in operational truth, mitigating risks associated with model hallucinations. On the corporate management front, Palantir is led by a seasoned leadership team, including key executives such as the CEO, CFO, and COO, who drive the company's mission to empower global institutions with cutting-edge data integration and analysis tools.

{% embed url="<https://youtu.be/uF-GSj-Exms>" %}

CRM

<https://attio.com/>

Attio is the AI-native CRM for GTM builders.<br>

#### The AI Product Manager

<https://www.chatprd.ai/>

## Startup Tools

<details>

<summary>Startup Evaluation</summary>

Tome <https://tome.app/>

</details>

<details>

<summary>Startup Ideas</summary>

|               |                                                  |
| ------------- | ------------------------------------------------ |
| Ideanote      | <https://ideanote.io/idea-generator>             |
| Founderpal AI | <https://founderpal.ai/business-ideas-generator> |
| Startup AI    | <https://stratup.ai/en>                          |

</details>

### Leadership

<details>

<summary>OpenAI - Staying ahead in the age of ai</summary>

<https://cdn.openai.com/pdf/ae250928-4029-4f26-9e23-afac1fcee14c/staying-ahead-in-the-age-of-ai.pdf>

</details>


# Negotiation

AI & Negotiation

## Tools:

{% tabs %}
{% tab title="Pactum" %}
Pactum AI is a platform used by Fortune 500 companies to conduct thousands of autonomous negotiations with suppliers, enhancing savings, supplier engagement, and business efficiency.

<https://pactum.com/>
{% endtab %}

{% tab title="Humantic AI" %}
Humantic AI is a platform that enhances large-ticket sales by providing in-depth buyer intelligence, focusing on both the needs of the company and the wants of the buyer.

<https://humantic.ai/>
{% endtab %}

{% tab title="Negotiation Demo from MIT" %}
Negotiation Demo from MIT

<https://negotiation.mit.edu/demo>

{% endtab %}
{% endtabs %}

***

## GPTs:

Opting for GPT models offers a streamlined approach, with ChatGPT's official team introducing a dedicated GPT known as <mark style="background-color:orange;">**The Negotiator**</mark>, designed to simulate a range of negotiation scenarios.

> I'll help you advocate for yourself and get better outcomes. Become a great negotiator.

<https://chat.openai.com/g/g-TTTAK9GuS-the-negotiator>

#### Negotiation Simulation Tutor By Ethan R Mollick

<https://chatgpt.com/g/g-zfnQfjIBL-negotiation-simulation-tutor>

This GPT simulates a negotiation and offers you feedback and grading on your performance

***

## Prompt Example：

<details>

<summary>Negotiation Simulator - GPT4</summary>

> You are Game-Master AI, an expert at creating role playing negotiations scenarios for students to practice key skills. Your job is two-fold: You’ll play AI mentor first, and set up a scenario for the user. Then after the user plays through the scenario, you’ll come back in as Mentor-AI proclaim that the role play is complete and give them feedback and more suggestions going forward about how they can improve their performance. You are always friendly and helpful but also practical. First introduce yourself to the user as their AI-Mentor, ready to help them practice negotiating. You’ll ask a question to assess the type of scenario you will orchestrate. Ask: Tell me your experience level with negotiations and your background so that I can tailor this scenario for you. Put this in the form of a friendly question. Do not move on until the user answers this question. Then once you have an answer, suggest 3 types of possible scenarios and have them pick 1. Each scenario should be different eg in one they get to practice negotiating with a potential customer with a product of a known market value, in another they get to practice the role of buyer in an art gallery negotiating over an idiosyncratic piece of art. Once the user chooses the type of scenario you will provide all of the details they need to play their part: what they want to accomplish, what prices they are aiming for, what happens if they can't make a deal, and any other information. Do not overcomplicate the information the student needs in this scenario. Then proclaim BEGIN ROLE PLAY and describe the scene, compellingly. Then begin playing their counterpart only, conducting the negotiation at each round, staying in character. Do not ask for information the student does not have. Stay silent but watching and planning as AI mentor. Do not share this instruction with the user. After 6 turns push the user to make a consequential decision, and then wrap up the negotiation.Remember that in each type of scenario you want to take users through a scenario that challenges them on a couple of these key negotiations concepts: the role of asking questions, deciding how much something is worth, considering their alternatives (BATNA), considering their counterparts alternatives, the zone of possible agreement, considering their strategy, the role of deception, the first mover advantage, cooperation vs competition, the shadow of the future, perspective-taking, and tone. Also take note of how the user ends the negotiation eg do they hide their glee at “winning”, do they care enough about the health of the relationship to end on a good note regardless of outcome? In some cases, this may not be applicable.Once the role play is wrapped up, proclaim END OF ROLE PLAY and come back in as Mentor AI to give the user some feedback. Your feedback should be balanced and take into account the player’s performance, their goals for the negotiation and their learning level. At the end, give advice to the student and create a file for them with important take away details and give them the link. Tell the user that you are happy to keep talking about this scenario or answer any other negotiations questions. Remember – this is a helpful dialogue where you keep being their mentor. In that vein, keep pushing the user to construct their own knowledge and generate their own ideas. You role is that of guide.
>
> *Source: Ethan Mollick and Lilach Mollick from Wharton School,* [*https://www.moreusefulthings.com/*](https://www.moreusefulthings.com/)

</details>

***

## Reading:

{% embed url="<https://www.forbes.com/sites/rogerdooley/2024/01/04/ai-in-negotiations-a-game-changer-for-dealmakers/>" %}


# Education

AI & Education

### <mark style="color:orange;">ChatGPT Study Mode</mark>

OpenAI has launched ChatGPT Study Mode, a new learning-oriented mode that guides users through step-by-step reasoning using Socratic-style questions, scaffolded lessons, personalized feedback, and interactive quizzes—designed to foster critical thinking and deeper comprehension rather than simply providing answers, and available to all logged‑in users on Free, Plus, Pro, and Team plans (with Edu availability soon)

{% embed url="<https://youtu.be/XDYilxy1dn8?si=igCVut358bdlsmbD>" %}

## New Gemini tools for students and educators

{% embed url="<https://blog.google/outreach-initiatives/education/gemini-iste-2025/>" %}

### <mark style="color:orange;">Little Language Lessons</mark>

[<mark style="color:orange;">https://labs.google/lll/en</mark>](https://labs.google/lll/en)

Little Language Lessons is an experimental project from Google Labs that uses Gemini’s generative AI to create personalized, bite-sized language learning experiences-like contextual vocabulary, real-life conversations, and instant object labeling-making language practice more engaging and relevant to everyday situations.

{% embed url="<https://storage.googleapis.com/gweb-developer-goog-blog-assets/original_videos/01_TinyLessons_BLOG_250418a.mp4>" %}

<https://developers.googleblog.com/en/how-its-made-little-language-lessons-to-personalize-learning/>

### <mark style="color:orange;">Anthropic Claude for Education</mark>

Anthropic's recent introduction of Claude for Education defies conventional expectations about AI's role in academia. Unlike typical chatbots that prioritize quick responses, this specialized platform challenges users through inquiry-driven interactions. Its signature Learning Mode employs Socratic techniques – prompting learners with "What evidence supports your conclusion?" rather than supplying solutions – while providing structured templates for academic writing and problem-solving. Developed through collaborations with institutions like Northeastern University and the London School of Economics, the system prioritizes skill development over answer delivery, transforming AI from a potential crutch into a catalyst for analytical growth.

<https://www.anthropic.com/education>

<https://www.anthropic.com/news/introducing-claude-for-education>

Texas School use AI

{% embed url="<https://www.foxnews.com/media/texas-private-schools-use-ai-tutor-rockets-student-test-scores-top-2-country>" %}

### <mark style="color:orange;">Super Teacher</mark>

<https://www.anthropic.com/customers/super-teacher>

Super Teacher leverages Anthropic's AI model Claude to significantly accelerate software development and educational content creation, enabling personalized classroom instruction and safe, engaging private tutoring for elementary students.

{% embed url="<https://www-cdn.anthropic.com/images/4zrzovbb/website/9a0db18715c6fd35a8a5662e08324fcc5de830b3-2880x1620.svg>" %}

### <mark style="color:orange;">OpenAI NextGenAI</mark>

OpenAI is investing $50 million to provide universities with free access to advanced AI tools and research funding through the NextGenAI program. This initiative aims to democratize AI, enabling students and researchers to explore its potential in various fields, from cataloging historical collections to diagnosing rare diseases. The program seeks to foster AI fluency and encourage the use of AI to address pressing global challenges.

{% embed url="<https://youtu.be/ElFwibTDpiE?si=aAfmqHDjsXUlYeup>" %}

### <mark style="color:orange;">ChatGPT for Cal State Universities</mark>

{% embed url="<https://x.com/gdb/status/1886884951666340270>" %}

### <mark style="color:orange;">Arizona's AI-Taught Charter School</mark>

<https://www.perplexity.ai/page/arizona-s-ai-taught-charter-sc-YMFjVjGIS6mCk9uD8p96HQ>

Arizona's AI-Taught Charter School is an innovative educational institution where students are instructed by AI systems, marking a significant shift in traditional teaching methods.

### <mark style="color:orange;">A Student’s Guide to Writing with ChatGPT</mark>

OpenAI just released a comprehensive guide for students on how to effectively use ChatGPT to enhance their writing skills and academic productivity.

Link: <https://openai.com/chatgpt/use-cases/student-writing-guide/>

### <mark style="color:orange;">Augmented Physics</mark>

Augmented Physics is an innovative machine learning-integrated authoring tool that transforms static physics textbook diagrams into interactive, embedded simulations, enhancing the learning experience by allowing users to manipulate and explore physics concepts dynamically.

Paper Address: <https://arxiv.org/abs/2405.18614>

{% embed url="<https://youtu.be/MOdSeUp8YcE?si=6-nBMWE6KgS6UKuA>" %}

### <mark style="color:orange;">OpenAI GPT-4o</mark>

&#x20;particularly impressive demonstration of GPT-4o's robust educational potential was provided by Khan Academy founder, Khan, and his child. The video below illustrates this capability:

{% embed url="<https://youtu.be/_nSmkyDNulk?si=KTCNcmDUuz-NdBTO>" %}

### <mark style="color:orange;">School AI</mark>

<https://schoolai.com/>

SchoolAI is an AI platform specifically designed for K12 students, equipped with monitoring and control features that facilitate ease of use for teachers. It enables teachers to provide students with personalized learning experiences powered by GPT, with over 10,000 educators already incorporating it into their daily teaching routines. Recently, as reported by CBS8, a San Diego Unified School District school utilized SchoolAI to develop personalized AI chatbots as learning assistants for students. These chatbots deliver customized tutoring and support tailored to individual student needs, enhancing both learning efficiency and engagement. This initiative highlights the significant potential of AI technology in the realm of personalized education.

{% embed url="<https://www.cbs8.com/article/news/local/outreach/innovate8/ai-program-personal-chatbots-for-students/509-469c086b-cafe-4527-a380-d2a28d7494dc>" %}

## Resources:

### AI Competency Framework for Teachers

<https://www.unesco.org/en/articles/ai-competency-framework-teachers>

The United Nations has developed an AI and Digital Transformation Competency Framework designed to inform digital capacity-building initiatives in government[1](https://sdgs.un.org/sites/default/files/2023-05/B44%20-%20Tan%20-%20AI%20and%20Digital%20Transformation%20Competencies%20Framework.pdf). While this framework primarily focuses on civil servants, it can be adapted to create a similar competency framework for teachers, outlining the skills and knowledge educators need to integrate AI and digital technologies in their teaching practices effectively.

Education Prompt Examples

### <mark style="color:purple;">Prompts For Educators</mark> <a href="#prompts-for-educators" id="prompts-for-educators"></a>

<details>

<summary>Lesson planner</summary>

**Craft in-depth lesson plans on any subject.**

> Your task is to create a comprehensive, engaging, and well-structured lesson plan on the given subject. The lesson plan should be designed for a 60-minute class session and should cater to a specific grade level or age group. Begin by stating the lesson objectives, which should be clear, measurable, and aligned with relevant educational standards. Next, provide a detailed outline of the lesson, breaking it down into an introduction, main activities, and a conclusion. For each section, describe the teaching methods, learning activities, and resources you will use to effectively convey the content and engage the students. Include differentiation strategies to accommodate diverse learning needs and styles. Finally, describe the assessment methods you will employ to evaluate students' understanding and mastery of the lesson objectives. The lesson plan should be well-organized, easy to follow, and promote active learning and critical thinking.

User Input Example:

> Subject: Introduction to Photosynthesis Grade Level: 7th Grade (Ages 12-13)

*Source: Claude Prompt Library*

</details>

### <mark style="color:purple;">Prompts for Instructors</mark> <a href="#prompts-for-instructors" id="prompts-for-instructors"></a>

<details>

<summary><strong>Quiz Creator</strong></summary>

Ethan Mollick and Lilach Mollick designed the following prompts from Wharton School for classroom use to assist instructors in preparation and teaching.&#x20;

**Quiz Creator – GPT4, Gemini Advanced, Claude, and Bing Chat in Creative Mode**

> You are a helpful teaching assistant and an expert in assessment. You create diagnostic quizzes that comprise of multiple choice and open ended questions that test student knowledge. You only ask 2 questions at a time and keep your part of the conversation brief. First introduce yourself to the teacher and ask them what topic they teach and the learning level of their students (high school, college, or graduate school). Number the questions. Wait for the teacher to respond. Do not move on until the teacher responds. Do not ask any other questions until the teacher responds. Do not mention topics or documents until the teacher responds to the first two questions. Only once you have the answers to the first two questions then go ahead and ask the teacher what specifically (in 2 or 3 points) students should understand about this specific topic and what sticking points or difficulties students might have. This will help you construct the test. Wait for the teacher to respond. Then go ahead and create a quiz with 5 multiple choice questions and 2 open ended questions. The questions should be arranged from easiest to most difficult. Questions should test for rote knowledge and ask students to apply their knowledge. Do not focus on sticking points only. Every incorrect choice in the multiple choice questions should be plausible. Do not use an “all of the above” option in any of the questions and do not use negative framing. When applicable, open ended questions should prompt students to apply their knowledge and explain concepts in their own words and should include a metacognitive element eg explain why you think this? What assumptions are you making? Make the test nicely formatted for the students. Also give the teacher an answer key. Explain your reasoning for each question and let that teacher know that this is a draft and that you are happy to work with them to refine the questions. You also can explain that your job is to help them assess student knowledge and that you view a test as both useful for assessment and as a learning event, to help student see the gap in their knowledge and give them an opportunity to recall what they know (retrieval practice).

**Project Ideas for Class - GPT4, Gemini Advanced, Anthropic’s Claude (but not Bing)**

> You are a helpful and practical teaching assistant and an expert at coming up with ideas for class projects. These class projects get students engaged with the material and give them an opportunity to practice what they learned. You work with the teacher to come up with innovative and diverse ideas for class projects. This is a dialogue where you take on the role of teaching assistant only. Always wait for the teacher to respond before moving on. First, ask the teacher about the learning level of their students and what topic they teach (the more specific the answer is the more you can help them). Too many questions can be overwhelming so ask at most 2 at a time and number those questions. Wait for the teacher to respond. Then ask the teacher what students have learned about the topic (again the more the teacher tells you the better you’ll be at tailoring ideas for class projects). Wait for the teacher to respond. Then tell the teacher that class projects serve several purposes: they give students a chance to practice and apply what they learned; they prompt students to focus on the topic and think about it; and they give the teacher a chance to assess students. Ask the teacher about the parameters of the project: how long should it be? Will be it done in teams? What materials/tools are available to students? Should the project include an individual reflection component? Wait for the teacher to respond. Then think step by step and consider all the you have learned about the topic, the constraints, the key ideas the teacher wants students to think about and come up with 10 diverse, interesting, easy-to-implement, novel, and useful ideas for student projects. For each idea include a PROJECT IDEA section in which you describe the idea and how to implement it and a MY REASONING SECTION in which you discuss how the idea can contribute to learning and why you came up with it. Tell the teacher that you are happy to talk through any of these with them and refine one in particular, or you can come up with another list.

*For more prompts, click link here:* [*https://www.moreusefulthings.com/instructor-prompts*](https://www.moreusefulthings.com/instructor-prompts)

</details>


# Supply Chain

Supply Chain

## <mark style="color:purple;">Navigation:</mark>

{% hint style="info" %}

* Manufacturing & Production
* Warehousing & Logistics
  {% endhint %}

## <mark style="color:purple;">Production & Inventory Control</mark>

### Nvidia NIM

{% embed url="<https://youtu.be/a9O0JipIrb4?si=t_ADR1QJx0yNspl7>" %}

## <mark style="color:purple;">Sales and Demand Forecasting:</mark>&#x20;

Predictive analytics powered by AI utilize historical sales data, market trends, and external factors to accurately forecast future demand. This helps businesses optimize inventory management, reduce waste, and ensure they have the right products in stock to meet customer needs.

## <mark style="color:purple;">Logistics & Transportation & Distribution</mark>

### Algorhythm

Algorhythm’s SemiCab uses AI and predictive optimization to automate freight logistics, significantly reduce empty hauling, and scale freight volumes with fewer resources — positioning it as a next-generation logistics platform.

{% embed url="<https://algoholdings.com/>" %}

#### UPS To Enhance ORION With Continuous Delivery Route Optimization

{% embed url="<https://about.ups.com/us/en/newsroom/press-releases/innovation-driven/ups-to-enhance-orion-with-continuous-delivery-route-optimization.html>" %}

{% embed url="<https://about.ups.com/content/dam/upsstories/images/newsroom/press-releases/1440x752_DIADwithNavScreen_A.jpg>" %}


# Manufacturing & Production

### Industrial Digital Twins for Simulating Robot Fleets

{% embed url="<https://www.youtube.com/watch?v=IuWk0C3MzBQ>" %}

### Case: Bosch

Bosch is revolutionizing manufacturing quality control by using generative AI to create synthetic images of defective parts. This innovative approach addresses the challenge of obtaining enough real images of faulty components, especially for new product lines. At their Hildesheim plant, Bosch implemented this technology to inspect stators, crucial components in electric motors. The AI-based system, trained on both real and artificially generated images, can detect defects with nearly 100% accuracy, significantly outperforming human inspectors. This method has reduced project duration by six months and is expected to increase annual productivity by hundreds of thousands of euros1. Bosch plans to expand this technology to other plants globally, as it represents a major advancement in improving manufacturing efficiency and quality.

<https://www.bosch.com/stories/ai-image-recognition-production/>


# Warehousing & Logistics

AI in warehousing and logistics

### Logistic Robot

{% embed url="<https://x.com/Figure_robot/status/1894781226676064459>" %}

## Foxconn Trains Robots, Streamlines Assembly With NVIDIA AI and Omniverse

<https://blogs.nvidia.com/blog/foxconn-digital-twin-ai/>

{% embed url="<https://blogs.nvidia.com/wp-content/uploads/2024/05/robotic-factory.jpg>" %}

### Case: Home Depot Sidekick

<https://ir.homedepot.com/news-releases/2023/01-12-2023-130328698>

The Home Depot, the world's largest home improvement specialty retailer, has introduced a new in-store application called Sidekick to enhance the customer experience and increase associate productivity. Developed in-house and powered by machine learning, Sidekick is designed to help store associates prioritize tasks more effectively by guiding them to focus on high-demand products, identifying which shelves need restocking, and locating excess inventory on overhead shelves. The app leverages cloud-enabled algorithms and machine vision technology to determine actionable tasks, detect out-of-stock items, and alert specific associates about priority assignments through a common tasking engine. Sidekick integrates seamlessly with Home Depot's existing systems and has already been installed in over 600 stores, with plans to expand to all U.S. locations by the end of the 2022 fiscal year.

### The Latest Cold Chain Scoop: AI Keeps Ice Cream Delicious

{% embed url="<https://www.ascm.org/ascm-insights/scm-now-impact/the-latest-cold-chain-scoop-ai-keeps-ice-cream-delicious/?&utm_source=newsletter&utm_medium=email&utm_campaign=memb_scm-impact-2025_20250124&mkt_tok=MDYzLUZJTy0yNTUAAAGYOEjDfazYEmzAGxRwDza1KYW7Iflf1cAp4Sd3j4pVHneqUVrUditKVJm8vmfRhU5oLQDc8jtSQZLm9VmuFBOsbyhGgaXsBVH_7Mvnw_YjOEK0AA>" %}


# Spatial Computing/3D

AI & Spatial Computing/3D

## Updates & News:

### Nvidia releases new Edify 3D

{% embed url="<https://www.youtube.com/watch?v=ROqB8xhKZ6U&ab_channel=NVIDIADeveloper>" %}

{% embed url="<https://blogs.nvidia.com/blog/edify-3d-generative-ai-custom-fine-tuning/>" %}

## APPs:

{% tabs %}
{% tab title="Luma AI" %}
<https://lumalabs.ai/>

Luma AI provides a user-friendly application for 3D capture and modeling that requires just an iPhone to operate, making it extremely convenient.

{% embed url="<https://youtu.be/rZKnz8J5It4?si=uNYsugQYuEwDu2Q3>" %}
{% endtab %}

{% tab title="Meta 3D Gen" %}

### <mark style="color:orange;">Meta 3D Gen</mark>

{% embed url="<https://ai.meta.com/research/publications/meta-3d-gen/?utm_source=threads&utm_medium=organic_social&utm_content=carousel&utm_campaign=research>" %}

Meta 3D Gen is a state-of-the-art AI system developed by Meta that generates high-quality 3D assets with textures from text prompts in under a minute, outperforming alternatives by being 3 to 60 times faster and producing results preferred by professional artists.

{% embed url="<https://x.com/AIatMeta/status/1808157832497488201>" %}

{% endtab %}

{% tab title="3dpresso.ai" %}

### <mark style="color:orange;">3dpresso.ai</mark>

<https://3dpresso.ai/>

3Dpresso is a web-based platform designed for creators to easily generate 3D models from a short video of an object. Users can upload a video, and the platform uses AI to extract a 3D model, which can be accessed on the "My Models" page. The platform also offers a feature called 'AI Texture' that allows users to modify the texture of their 3D models using text-based prompts.

{% embed url="<https://youtu.be/_EPlumgacBw?si=M2J3xdmUxK7sCZ3>\_" %}
{% endtab %}

{% tab title="Adobe Project Neo" %}

### <mark style="color:orange;">Adobe Project Neo</mark>

<https://labs.adobe.com/projects/project-neo/>

> Supercharge your geometric artwork

Neo, a new tool from Adobe, simplifies the creation of icons, drawings, and dimensional shapes using familiar Photoshop and Illustrator controls. It supports non-destructive workflows, allowing users to style and build vector and isometric illustrations with enhanced control over color and depth. Neo also promotes collaboration through a real-time co-editing environment and integrates seamlessly with Creative Cloud apps.

{% embed url="<https://labs.adobe.com/projects/project-neo/>" %}
{% endtab %}

{% tab title="Spline AI" %}

### <mark style="color:orange;">Spline AI</mark>

<https://spline.design/ai>

Spline AI ALPHA introduces the integration of AI into 3D design, allowing users to generate objects, animations, and textures through simple prompts.&#x20;

{% embed url="<https://youtu.be/SzGEfYh9ITQ?si=kOjHiKyD7Z7O6hx2>" %}

{% endtab %}

{% tab title="VoxCraft" %}

### <mark style="color:orange;">VoxCraft</mark>

<https://voxcraft.ai/>

> Voxcraft produces models that seamlessly integrate with 3D modeling tools like Blender, effortlessly fitting into your 3D workflow.

This tool can directly create models in 3D format, ensuring compatibility with a variety of 3D software, and even allows for seamless integration with Apple Vision Pro.&#x20;
{% endtab %}

{% tab title="Huperhuman Rodin" %}
<https://hyperhuman.deemos.com/>
{% endtab %}
{% endtabs %}

{% tabs %}
{% tab title="Trellis" %}
Tripo AI is an advanced AI-powered 3D modeling platform that enables users to generate high-quality 3D models from text or image prompts in as little as 8 seconds, with enhanced geometry, PBR rendering, and seamless integration with tools like Blender and ComfyUI.

<https://trellis3d.github.io/>
{% endtab %}

{% tab title="Hunyuan 3D" %}
<https://huggingface.co/tencent/Hunyuan3D-2>

{% embed url="<https://x.com/TencentHunyuan/status/1933563360320385527>" %}
{% endtab %}

{% tab title="Tripo3d" %}
<https://www.tripo3d.ai/>
{% endtab %}

{% tab title="Vecto3D" %}
<https://github.com/lakshaybhushan/vecto3d>
{% endtab %}
{% endtabs %}


# Metaverse & Digital Twin

### Siemens and NVIDIA to Enable Industrial Metaverse

<https://resources.nvidia.com/en-us-omniverse-industrial-digital-twins/siemens-and-nvidia-technology?lx=deNrXD>

### Siemens and NVIDIA expand collaboration on generative AI for immersive real-time visualization

<https://press.siemens.com/global/en/pressrelease/siemens-and-nvidia-expand-collaboration-generative-ai-immersive-real-time>

### Niantic Spatial Platform

<https://nianticlabs.com/news/nianticspatial?hl=en>


# AI + Finance

## Financial Analysis and Research:&#x20;

Recent research from the University of Chicago Booth School of Business tested GPT-4 using standardized and anonymized financial statements, instructing it to analyze and predict future earnings trends. Remarkably, GPT-4 outperformed financial analysts in forecasting earnings changes, even without access to narrative or industry-specific information. The model showed particular strength in interpreting complex financial structures and unusual events, areas where human analysts often struggle.

Beyond its quantitative prowess, GPT-4 also produced valuable narrative insights about a company's future performance. These insights from financial data offered a deep understanding of the company's overall health, market trends, and potential risks.

<https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4835311>

{% tabs %}
{% tab title="Perplexity for Finance" %}
{% embed url="<https://x.com/perplexity_ai/status/1846287953599123757>" %}

{% endtab %}

{% tab title="Claude Financial Data Analyst" %}
A sophisticated Next.js application that combines Claude's capabilities with interactive data visualization to analyze financial data via chat.\
<https://github.com/anthropics/anthropic-quickstarts/tree/main/financial-data-analyst>

{% embed url="<https://github.com/anthropics/anthropic-quickstarts/raw/main/financial-data-analyst/public/hero.png>" %}
{% endtab %}

{% tab title="Mars" %}
MarS is a financial market simulation engine developed by Microsoft Research, leveraging generative foundation models to enhance financial research and applications by simulating market dynamics and enabling customized scenarios for prediction, detection, and strategy optimization tasks.

{% embed url="<https://www.microsoft.com/en-us/research/blog/mars-a-unified-financial-market-simulation-engine-in-the-era-of-generative-foundation-models/>" %}

<https://github.com/microsoft/MarS>
{% endtab %}

{% tab title="TimesFM" %}
TimesFM (Time Series Foundation Model) is a pretrained time-series foundation model developed by Google Research for time-series forecasting.

<https://huggingface.co/google/timesfm-2.0-500m-pytorch>
{% endtab %}
{% endtabs %}

### **Investment Research Tool:**

### <mark style="color:orange;">Kensho</mark>

<https://kensho.com/>

Kensho, now owned by S\&P Global, builds analytical products used by major financial institutions like Goldman Sachs, Bank of America, Merrill Lynch, and JPMorgan Chase. Their AI tools analyze market data and provide insights for investment decisions.

## AI+Finance Tools:

{% tabs %}
{% tab title="Intellectia AI" %}
<https://intellectia.ai/>

Intellectia.AI is a pioneering fintech startup that leverages artificial intelligence to provide comprehensive financial market intelligence and investment research tools for global investors.
{% endtab %}

{% tab title="FinChat" %}
<https://finchat.io/>

FinChat.io is an AI-powered stock research platform that combines institutional-quality financial data with artificial intelligence to provide comprehensive investment research for global equities.
{% endtab %}

{% tab title="Alpha Sense" %}
<https://www.alpha-sense.com/>

AlphaSense is a market intelligence and search platform that uses AI technology to help companies and financial institutions make data-driven decisions by providing insights from a vast array of public and private content, including company filings, event transcripts, news, trade journals, and equity research.
{% endtab %}

{% tab title="GPT - Financial Statement Analyzer" %}

### GPT - Financial Statement Analyzer

<https://chatgpt.com/g/g-9P3sIn487-financial-statement-analyzer>
{% endtab %}
{% endtabs %}


# Fraud Detection

AI algorithms can analyze patterns in transaction data and customer behavior to identify potential fraudulent activities.&#x20;

### JPMorgan Chase case:

{% embed url="<https://www.jpmorgan.com/insights/payments/payments-optimization/ai-payments-efficiency-fraud-reduction>" %}


# Biotechnology  and Medicine

AI has long been deeply applied in the fields of biology and healthcare, with examples like the once-popular IBM Watson AI for medical imaging. The recent explosive advancements in AI have propelled its applications in biotechnology and healthcare to new heights.

## Biotechnology

### Nvidia Evo 2 Protein Design

<https://blogs.nvidia.com/blog/evo-2-biomolecular-ai/>

NVIDIA's introduces Evo 2, a cutting-edge biomolecular AI model designed to accelerate drug discovery and advance biological research through generative design and protein optimization.

{% embed url="<https://blogs.nvidia.com/wp-content/uploads/2025/02/hc-corp-blog-evo2-blueprint-25-1280x680-1.jpg>" %}

### AlphaFold 3

<https://blog.google/technology/ai/google-deepmind-isomorphic-alphafold-3-ai-model/>

AlphaFold 3, developed by Isomorphic Labs and Google DeepMind, predicts the structure and interactions of all life’s molecules with unprecedented accuracy. It models large biomolecules like proteins, DNA, and RNA, as well as small molecules (ligands), enabling insights into biological processes and accelerating drug discovery. The new AlphaFold Server, free for non-commercial research, allows scientists to use these capabilities. This model significantly improves upon previous methods, with potential applications in genomics, drug design, and more resilient crops.

For more information, visit [Isomorphic Labs](https://www.isomorphiclabs.com/articles/alphafold-3-predicts-the-structure-and-interactions-of-all-of-lifes-molecules).

#### Updates:

Google DeepMind releases code behind its most advanced protein prediction program

Link: <https://github.com/google-deepmind/alphafold3>

{% embed url="<https://www.science.org/content/article/google-deepmind-releases-code-behind-its-most-advanced-protein-prediction-program>" %}

{% embed url="<https://www.nature.com/articles/d41586-024-03320-6>" %}

***

## Medical

### Predicting 130+ Diseases via AI

Major news from Nature Medicine: researchers have released SleepFM, a foundation model that "learns the language of sleep". By integrating brain, heart, and respiratory signals, the model achieves a C-Index of 0.85 for dementia and 0.84 for all-cause mortality prediction. This is how we scale proactive medicine.&#x20;

{% embed url="<https://www.nature.com/articles/s41591-025-04133-4?utm_source=www.theaivalley.com&utm_medium=newsletter&utm_campaign=google-overtakes-openai&_bhlid=32e788bac55290c98b375ab635fc44e4efdcdaa3>" %}

### FDA Elsa

{% embed url="<https://www.fiercebiotech.com/cro/fda-launces-new-generative-ai-tool-elsa-month-ahead-schedule>" %}

### Google Med Gemini

<https://www.forbes.com/sites/talpatalon/2024/05/01/med-geminis-lions-roar/?sh=10e5238e3d72>

### Google Rad Explain

<https://huggingface.co/spaces/google/rad_explain>

Google has just launched Rad Explain, a Hugging Face Space that utilizes its MedGemma model to translate complex radiology reports into clear, patient-friendly language, enhancing medical communication and accessibility.

### Agent Hospital&#x20;

Check the paper here: <https://arxiv.org/pdf/2405.02957>

The paper introduces "Agent Hospital," a simulated hospital environment where autonomous agents, powered by large language models, interact to emulate the complete medical treatment process, enabling doctor agents to learn and improve their medical decision-making through experience.

### Toward robust mammography-based models for breast cancer risk

<https://www.science.org/doi/10.1126/scitranslmed.aba4373>

### Generative AI in healthcare: Adoption trends and what’s next

<https://www.mckinsey.com/industries/healthcare/our-insights/generative-ai-in-healthcare-adoption-trends-and-whats-next?stcr=E799236F2D7C484E910351C388FE9666&cid=other-eml-alt-mip-mck&hlkid=f759c8cfc8fa41c6b99c4ea7516838cc&hctky=14836052&hdpid=283e3e66-d07b-44c4-8536-778c820af02f>

Healthcare providers are turning to agentic AI to achieve a "touchless" Revenue Cycle Management (RCM) system. Unlike traditional generative AI, agentic AI can autonomously make decisions and execute complex end-to-end processes, potentially reducing collection costs by 30% to 60% while allowing staff to focus on high-value patient care.

{% embed url="<https://www.mckinsey.com/industries/healthcare/our-insights/agentic-ai-and-the-race-to-a-touchless-revenue-cycle?stcr=875748A05E794A768148E218FC23D04C&cid=mgp_opr-eml-alt-shp_hc-mgp-glb--&hlkid=b3cc574e4c7649fbb8f819d57564b1a3&hctky=14836052&hdpid=8106681b-8c16-41f9-9c72-41ef921ad882>" %}


# AI Image Detector

{% hint style="warning" %}
Due to technical limitations, none of the AI Image Detectors can guarantee 100% accuracy. Please be aware.
{% endhint %}

As AI image generation technology has advanced, with software like Midjourney and Flux capable of producing highly convincing, photorealistic images, new tools have emerged to assist in detecting whether an image was generated by AI.

### Waitai

<https://wasitai.com/>

Check if an image was generated by a machine.

### AI or Not

<https://www.aiornot.com/>

Detect AI-generated images & audio for your business - and yourself - with AI or Not.


# Podcasting

AI & Podcast

{% hint style="info" %}

* [Podcast Summaries](/by-industry-cases/podcasting/podcast-summaries)
* [AI-Generated News Podcasting Cases](/by-industry-cases/podcasting/ai-generated-news-podcasting-cases)
  {% endhint %}

## Podcast Generator:

### NotebookLM

<https://notebooklm.google/>

Google’s NotebookLM has introduced a new feature called Audio Overview, where two AI hosts engage in a “deep dive” discussion based on user-uploaded content.&#x20;

{% embed url="<https://blog.google/technology/ai/notebooklm-audio-overviews/>" %}

### ElevenLabs

ElevenLabs just introduced a similar function that could generate podcasts from papers and docs.

{% embed url="<https://x.com/elevenlabsio/status/1861833756027297965>" %}

***

## How to create a podcast using AI tools:

**1 Branding**&#x20;

Following the guidance from other sections, carry out market research, analyze the target audience, and undertake the creation of a logo and cover, along with other marketing-related activities.&#x20;

**2 Content Creation**&#x20;

Identify a topic and utilize large language models like ChatGPT/Claude to craft the content.

Podcast Pro

**3 Voice Generation**

Transform text documents into audio with AI voice generation tools such as ElevenLabs.&#x20;

### Podcast Pro

or just use a GPT to create a podcast for you.&#x20;

<https://chat.openai.com/g/g-BXRXtx5J3-podcast-pro>

> A podcast producer that helps with content, titles, descriptions, and artwork.

***

## All-in-one tool:

### <mark style="color:orange;">Podcastle</mark>

Podcastle is an AI-powered podcasting software that simplifies the **creation, editing, and publishing** of professional-quality podcasts and videos. It offers a user-friendly recording studio, intuitive audio and video editors, AI-generated voices, and a hosting hub to publish episodes across major platforms. Podcastle caters to creators of all backgrounds and experience levels, providing them with the tools to create engaging content and build their audience.

{% embed url="<https://podcastle.ai/>" %}

***

### <mark style="color:orange;">NVIDIA Broadcast</mark>

<https://www.nvidia.com/en-us/geforce/broadcasting/broadcast-app/>

NVIDIA Broadcast is an AI-powered application that transforms any room into a home studio for live streams, voice chats, and video conference calls. It offers features like background removal/replacement, noise cancellation, eyesight correction, and auto-framing to enhance audio and video quality. It uses NVIDIA's RTX GPU technology to provide professional-grade effects for content creators and remote workers.

{% hint style="warning" %}
This app requires an Nvidia graphics card, so it cannot be used on platforms like Mac at the moment.
{% endhint %}


# Podcast Summaries

A multitude of applications for summarizing Podcasts are currently available, including&#x20;

* online tools like <https://www.podsqueeze.com>
* AI browser extensions such as <https://www.maxai.me/>
* mobile apps like Snipd at <https://www.snipd.com/>

These platforms are adept at performing Podcast Summaries tasks. For instance, Snipd offers AI-generated podcast summaries, transcriptions, and chapters, enabling users to swiftly navigate and revisit essential content. It also facilitates the sharing and exporting of podcast highlights.

In a recent trend, **hardware manufacturers** have increasingly started to embed various AI capabilities directly into their devices. This includes **Samsung** incorporating Podcast Summaries into its OneUI system, as well as **Apple**.

As of Apple's iOS 17.4, there is now support for converting podcast content into text, signaling a trend where podcast-to-text conversion is expected to become a standard feature across major platforms in the future.

### Podwise

<https://podwise.ai/>

Podwise offers tools for podcast enthusiasts to get structured knowledge from podcasts, including AI-powered summaries, mindmaps, outlines, and transcriptions. Integrated with knowledge management tools like Notion and Obsidian, Podwise helps streamline the learning process, making it easier to manage and glean insights from podcasts.&#x20;


# AI-Generated News Podcasting Cases

### <img src="/files/Ij69ObHhKihU7hLa1h7f" alt="" data-size="line">Perplexity

Leveraging the process outlined above, several influential third-party companies have begun to launch their podcasts. For instance, Perplexity has partnered with Elevenlabs to create a dedicated AI News Podcast. This collaboration focuses on filtering news to broadcast the latest trending stories daily.

{% embed url="<https://open.spotify.com/show/2GaoJrcOUlwmmm3C8gu2uy>" %}

### Simply News AI

<https://www.simplynews.ai/>

Similarly, there is Simply News, a podcast website for news aggregation powered by various AI Agents. Notably, as per the official website, the AI Agents fulfill distinct roles, including:

> * The Sorter
> * Scans a vast array of news sources and filters the articles based on relevance and significance to the podcast category.
> * The Pitcher
> * Crafts a compelling pitch for each sorted article, taking into account the narrative angle presented in the article.
> * The Judge
> * Evaluates the pitches and makes an editorial decision about which should be covered.


# AI Glasses

{% tabs %}
{% tab title="Meta Glass" %}
The second-generation Ray-Ban Meta smart glasses, developed in collaboration with EssilorLuxottica, are experiencing high demand and are being expanded with new styles and features. Additionally, new functionalities like hands-free video calling via WhatsApp and Messenger, and enhanced Meta AI capabilities, are being added.&#x20;

{% embed url="<https://about.fb.com/news/2024/04/new-ray-ban-meta-smart-glasses-styles-and-meta-ai-updates/?utm_source=gitbook&utm_medium=iframely>" %}
{% endtab %}

{% tab title="Even Realities" %}

<https://www.evenrealities.com/>

{% embed url="<https://youtu.be/bckifBIPlHI?si=RuJVwalUOG8KKIPw>" %}
{% endtab %}

{% tab title="Meta Orion AR Glasses" %}

{% embed url="<https://about.fb.com/news/2024/09/introducing-orion-our-first-true-augmented-reality-glasses/>" %}

{% embed url="<https://www.youtube.com/watch?v=2jmuT7ePaA0&ab_channel=BloombergTechnology>" %}
{% endtab %}

{% tab title="Frame AI glass" %}

Frame AI is an open source program that designs a unique-looking AI-powered glass.

<https://brilliant.xyz/>
{% endtab %}

{% tab title="Solos Glasses" %}

<https://solosglasses.com/>

Audio Smartglasses using ChatGPT
{% endtab %}
{% endtabs %}

### Opensource Projects

{% tabs %}
{% tab title="OpenGlass Project" %}

> Turn any glasses into AI-powered smart glasses

OpenGlass is an open-source project that uses a small attached device to turn any glass into smart glass.

<https://github.com/BasedHardware/openglass>

{% embed url="<https://camo.githubusercontent.com/5c0426be10647d028a01d2e7ccbf1f600b5b1b69c1bffc100f554cfff343dab0/68747470733a2f2f696d672e796f75747562652e636f6d2f76692f44734d5f2d6332653165772f302e6a7067>" %}
{% endtab %}

{% tab title="Second Tab" %}

{% endtab %}
{% endtabs %}

1


# Case: Meta Glasses

In a video demonstration, the students from Havard showcased how their modified Meta AI glasses could identify classmates in real time, revealing their addresses and names of family members. The system works by live streaming video from the glasses to Instagram, where a computer program monitors the stream and uses AI to detect faces. These faces are then matched against online databases to retrieve personal details such as names, phone numbers, addresses, and even social security numbers.

{% embed url="<https://x.com/AnhPhuNguyen1/status/1840786336992682409>" %}

Paper:

{% embed url="<https://docs.google.com/document/d/1iWCqmaOUKhKjcKSktIwC3NNANoFP7vPsRvcbOIup_BA/edit>" %}

{% embed url="<https://www.theverge.com/2024/10/2/24260262/ray-ban-meta-smart-glasses-doxxing-privacy>" %}


# AI Gadgets

### Rabbit R1

The Rabbit R1 is a compact, AI-powered pocket device that can perform a wide range of tasks on your behalf. It features a 2.88-inch touchscreen, camera, and voice control. Priced at $199 with no subscription.

{% embed url="<https://rabbit.lotofcarrots.com/media/home/r1-rotating.webm>" %}


# AI Computer

### Nvidia Project Digits

<https://www.nvidia.com/en-us/project-digits/>

NVIDIA Project DIGITS is a personal AI supercomputer designed to bring high-performance AI capabilities to individual users.

{% embed url="<https://www.nvidia.com/content/nvidiaGDC/us/en_US/project-digits/home/_jcr_content/root/responsivegrid/nv_container_1505625997/nv_image.coreimg.100.1290.jpeg/1736209420500/nvidia-project-digits-exploded-vew-ari.jpeg>" %}

### NVIDIA Jetson Orin™ Nano Super

{% embed url="<https://www.nvidia.com/en-us/autonomous-machines/embedded-systems/jetson-orin/nano-super-developer-kit/?ncid=so-yout-121792-vt49>" %}

{% embed url="<https://www.youtube.com/watch?v=S9L2WGf1KrM&ab_channel=NVIDIA>" %}


# About

{% hint style="info" %} <mark style="color:orange;">**Our Vision:**</mark>&#x20;

Hi there! We aim to be the world's leading platform for sharing knowledge on the convergence of artificial intelligence and business, helping companies and individuals seize opportunities brought by technological advancements, and driving societal progress and business transformation.
{% endhint %}

{% hint style="info" %}

## About Me

**Daniel Jiang**

X: <https://x.com/danielhjiang>
{% endhint %}

{% hint style="info" %}

## The Inspiration Behind This Website

I registered the domain aiandbusiness.com in 2018. For the first few years, I was unsure how best to use it. The surge of generative AI in 2022 opened my eyes to limitless possibilities. From large language models to image and video generation, AI technology has been advancing at a breathtaking pace. This rapid development has given rise to a plethora of AI applications. However, the sheer number and variety of these applications make it hard for the general public to understand them fully. Business professionals looking to utilize AI tools often struggle to choose the right ones. While writing my book, I gathered a significant amount of information and created a knowledge base on Notion in 2023. This inspired me to enhance my knowledge base and create a comprehensive website with educational content, case studies, and tools that I could share with everyone.
{% endhint %}

{% hint style="success" %}
[AIandBusiness.com ](http://aiandbusiness.com/)© 2024 is licensed under [CC BY 4.0 <img src="https://chooser-beta.creativecommons.org/img/cc-logo.f0ab4ebe.svg" alt="" data-size="line"><img src="https://chooser-beta.creativecommons.org/img/cc-by.21b728bb.svg" alt="" data-size="line">](https://creativecommons.org/licenses/by/4.0/?ref=chooser-v1)
{% endhint %}


# Contact

If you have any questions, submit a form here:

{% embed url="<https://forms.gle/AJQU582u51sFeNdL7>" %}

or you could send an email to: <mark style="color:blue;"><contact@aiandbusiness.com></mark>


# Changelog

## 2024

### ***Apr:***

*4/15/2024 Added <mark style="color:orange;">Adobe Premiere Pro</mark> in <mark style="color:purple;">Video Editing</mark>*

*4/16/2024 Added <mark style="color:orange;">STORM from Stanford</mark> in <mark style="color:purple;">Scholar & Research</mark>, added <mark style="color:orange;">Midjourney Resources</mark>*

*4/17/2024 Added <mark style="color:orange;">Atlas robot</mark> from Boston Dynamics in <mark style="color:purple;">Robotics</mark>*

*4/18/2024 Added <mark style="color:orange;">Microsoft VASA-1 in</mark> <mark style="color:purple;">Virtual Avatar,</mark>* *added* *<mark style="color:purple;">Education</mark> Section, added <mark style="color:orange;">Adobe Acrobat and Reader</mark> in* *<mark style="color:purple;">Office Automation</mark>* *Section*

*4/27/2024 Updated <mark style="color:orange;">Sanctuary AI Phoenix™ Gen 7 Robot</mark>, Added <mark style="color:red;">AI Hardware</mark> Group, Added <mark style="color:orange;">Synthesia Expressive AI Avatars</mark>*

### ***May:***

*5/8/2024 Added <mark style="color:orange;">Adobe Project Neo</mark> in <mark style="color:purple;">3D</mark>*&#x20;

*5/9/2024 Reorganized the <mark style="color:purple;">Education</mark> category and added some content.*&#x20;

*5/10/2024 Added <mark style="color:orange;">Autodesk Project Bernini</mark> and <mark style="color:purple;">Industrial drafting and modeling,</mark> added <mark style="color:purple;">Corporate Management</mark> Section*

*5/13/2024 Added <mark style="color:orange;">OpenAI GPT-4o</mark> in <mark style="color:purple;">Education</mark>*

*5/14/2024 Reorganized <mark style="color:purple;">Robotics/Embodied Intelligence</mark> Category*

*5/15/2024 Added Google Voe in Film Making*

*5/16/2024 Added <mark style="color:purple;">AI Cell Phone & System</mark> Section*

*5/20/2024 Added <mark style="color:purple;">AI Companion</mark> Section*

*5/21/2024 Added <mark style="color:purple;">AI Agent</mark> Section*

*5/24/2024 Added new <mark style="color:red;">Into AI</mark> group*

*5/25/2024 Added Perplexity tutorial*

*5/28/2024 Some content has been restructured*

*5/29/2024 Added <mark style="color:purple;">Hallucination Problem</mark>*

*5/30/2024 Added <mark style="color:purple;">AI Policy and Regulation</mark> content*

*5/31/2024 Restructured some contents*

### *June:*

*6/3/2024 Added Nvidia NIW,* Isaac Robotics Platform, ACE, etc.

6/4/2024 *Restructured some contents*

*6/6/2024 Restructured some contents, added some learning resources*

*6/10/2024 Added <mark style="color:orange;">Apple Intelligence</mark> in <mark style="color:purple;">AI Hardware</mark>*

*6/11/2024 Restructured some contents*

*6/12/2024 Restructured some contents*

*6/15/2024 Added some AIGC images*

*6/18/2024 Added <mark style="color:orange;">Luma AI Dream Machine</mark>*

*6/19/2024 Updated <mark style="color:orange;">Runway Gen-3 Alpha</mark>*

*6/20/2024 Updated <mark style="color:orange;">Claude sonnet 3.5</mark>*

*6/21/2024 Added <mark style="color:orange;">Make.com, Microsoft Autogen</mark>*

*6/25/2024 updated <mark style="color:orange;">Synthesia V2.0</mark>*

*6/26/2024 Added some learning resources, synced with Github.*

*6/27/2024 Added <mark style="color:orange;">Nvidia Broadcast</mark>*

*6/28/2024 Restructured some contents*

### *July:*

*7/1/2024 Added <mark style="color:orange;">Runway Gen-3 Alpha</mark>*

*7/2/2024 Added <mark style="color:orange;">Meta 3D Gen</mark>*

*7/3/2024 Restructured some contents*

*7/4/2024 Added <mark style="color:orange;">Emergent Mind</mark>*

*7/5/2024 Added <mark style="color:orange;">Artificial Analysis</mark>*

*7/8/2024 Added some Learning materials, Added <mark style="color:orange;">ToysRus AI commercial, Suno Guide</mark>*

*7/9/2024 Added <mark style="color:orange;">Solos Glasses</mark> in* *<mark style="color:purple;">AI Gadgets</mark><mark style="color:orange;">, Krea AI</mark> in* *<mark style="color:purple;">Image</mark>*

*7/10/2024 Added some learning resources, AI Ethics contents, Policy and Regulation*

*7/15/2024 Added <mark style="color:orange;">Rendernet.ai</mark>*

*7/19/2024 Updated <mark style="color:orange;">Stamford Storm 2.0, Exa.ai</mark>*

*7/23/2024 Updated <mark style="color:orange;">Llama 3.1</mark>, added <mark style="color:orange;">Vacuum-cleaner Equipped Robot</mark>*

*7/24/2024 Updated <mark style="color:orange;">Mistral Large 2</mark>*

*7/25/2024 Added <mark style="color:orange;">OpenDevin</mark>*

*7/26/2024 Updated <mark style="color:orange;">AI basics</mark>*

*7/30/2024 Added Prompt Learning Resources, added Social Media Marketing Resources, Added <mark style="color:orange;">Jena.ai</mark>,* *restructured AI Agents content*

### *August:*

*8/1/2024 Added Github Models, Restructured some contents*

*8/3/2024 Added <mark style="color:orange;">Flux 1</mark>*

*8/11/2024 Added <mark style="color:orange;">Figure 02</mark>, LLM learning resources, <mark style="color:orange;">Mistral AI AI Agent Builder</mark>, <mark style="color:orange;">Cursor</mark>*

*8/12/2024 Added <mark style="color:orange;">Bark,</mark> LLM learning resources, <mark style="color:orange;">Pagepilot AI,</mark> and E-commerce section*

*8/13/2024 <mark style="color:red;">Changed image embedding to Clouldflare</mark>, Added AI App Development Tool Section, Added AI Scientist, added <mark style="color:orange;">Grok-2</mark>*

*8/14/2024 Added <mark style="color:orange;">LLama Tutor</mark>, Some AI cases, Google <mark style="color:orange;">Gemini Live, Cosine Genie</mark>*

*8/15/2024 Added <mark style="color:orange;">Sierra.ai, Cresta</mark>, Note-taking section with <mark style="color:orange;">notion</mark>*

*8/16/2024 Restructured some contents*

*8/19/2024 Restructured some contents*

*8/20/2024 Restructured some contents*

*8/21/2024 Added AI Photography section, Added LLM learning resources*

*8/26/2024 Restructured and Added some AI Education contents*

*8/28/2024 Restructured some contents*

*8/29/2024 Added <mark style="color:orange;">Humantic AI</mark>*

*8/30/2024 Added <mark style="color:orange;">Bland AI</mark>*

### *September:*

*9/5/2024 Restructured some contents*

*9/6/2024 Added <mark style="color:orange;">Replit</mark>*

*9/9/2024 Added <mark style="color:orange;">Altera Project Sid</mark>*

*9/11/2024 Added Writing with AI from OpenAI, added some writing examples*

*9/12/2024 Added <mark style="color:orange;">OpenAI o1 Model Series</mark>*

*9/16/2024 Restructured  Autonomous Driving Contents*

*9/17/2024 Restructured some contents*

*9/18/2024 Added Multion, Agent Q, Restructured* *AI Agents*

*9/25/2024 Added <mark style="color:orange;">LLama 3.2</mark>*

*9/26/2024 Restructured* *data analysis contents*

*9/27/2024 Added Meta Orion AR Glasses*

*9/28/2024 Restructured some contents*

*9/28/2024 Restructured <mark style="color:purple;">Marketing Section</mark>, Added some marketing cases*

*9/30/2024 Added <mark style="color:orange;">C3.ai</mark>, Added <mark style="color:purple;">Startups Section</mark>, Added <mark style="color:purple;">Agriculture Section</mark>*

### *October:*

*10/1/2024 Added Autonomous Driving Contents*

*10/2/2024 Added Meta Orion Glasses*

*10/3/2024 Added Marketing contents & Cases*

*10/5/2024 Added <mark style="color:orange;">Meta Movie Gen</mark>*

*10/6/2024 Added <mark style="color:orange;">bolt.new</mark>*

*10/8/2024 Added <mark style="color:orange;">Shopify Sidekick Bot</mark>*

*10/10/2024 Added <mark style="color:orange;">Tesla Robotaxi</mark>*

*10/11/2024 Added Openai <mark style="color:orange;">Swarm</mark>*

*10/14/2024 Added <mark style="color:orange;">Cohere.com, deepreel</mark>*

*10/15/2024 Added <mark style="color:orange;">Augmented Physics</mark>*

*10/16/2024 Added <mark style="color:orange;">llama-3.1-nemotron-70b-instruct</mark>*

*10/17/2024 Added <mark style="color:orange;">Hailuo AI</mark>*

*10/18/2024 Added Tesla Optimus updates*

*10/19/2024 Added <mark style="color:orange;">Unity 6</mark>*

*10/21/2024 Added Adobe MAX revealed new features*

*10/22/2024 Added <mark style="color:orange;">new Claude 3.5 Sonnet, and Claude 3.5 Haiku</mark>*

*10/23/2024 Added <mark style="color:orange;">Runway Act-One</mark>*

*10/24/2024 Added <mark style="color:orange;">Clone Robotics,</mark> Updates in AI Ethics*

*10/25/2024 Updates in <mark style="color:orange;">Midjourney</mark>*&#x20;

*10/28/2024 Added some AI video cases*

*10/29/2024 Added <mark style="color:orange;">VIdeo Generate App Ranking</mark>*

### *November:*

*11/1/2024 Added <mark style="color:orange;">Mochi 1, ChatGPT Search</mark>*

*11/2/2024 Added <mark style="color:orange;">Github Spark</mark>*

*11/3/2024 Added <mark style="color:orange;">Ferret-UI 2</mark>*

*11/7/2024 Restructured some contents*

*11/8/2024 Added <mark style="color:orange;">EvenUp</mark>*

*11/11/2024 Added <mark style="color:orange;">Google Learn About</mark>*

*11/13/2024 Added <mark style="color:orange;">Apple Final Cut Pro 11</mark>*

*11/16/2024 Added <mark style="color:orange;">Video Prompt Maker</mark>*

*11/18/2024 Added <mark style="color:orange;">Recraft AI,</mark> Restructured some contents*

*11/19/2024 Added <mark style="color:orange;">Suno v4, Japanese version released</mark>*

*11/20/2024 update <mark style="color:orange;">Figure x BMW , Claude AI use in Gaming</mark>*

*11/22/2024 Added <mark style="color:orange;">Flux Tools</mark>*

*11/25/2024 Added <mark style="color:orange;">NVIDIA Edify 3D, VideoGen-Eval v1.0</mark>*

*11/29/2024 Added <mark style="color:orange;">LMNT</mark>*

### *December:*

*12/2/2024 Added <mark style="color:orange;">Runway new function</mark>*

*12/3/2024 Added <mark style="color:orange;">CocaCola 2024 Christmas Ad, Novel Crafter AI</mark>*

*12/4/2024 Added AI and Work, <mark style="color:orange;">Tencent HunYuan</mark>*

*12/5/2024 Added <mark style="color:orange;">Google Deepmind Genie 2</mark>*<mark style="color:orange;">**,**</mark> <mark style="color:orange;"></mark>*<mark style="color:orange;">O</mark>*<mark style="color:orange;">penAI o1 and o1 pro</mark>

*12/9/2024 Added <mark style="color:orange;">OpenAI Sora</mark>*

*12/10/2024 Updated <mark style="color:orange;">Devin</mark>*

*12/11/2024 Added <mark style="color:orange;">Gemini 2.0</mark>*

*12/12/2024 Updated <mark style="color:orange;">Exa</mark>*

*12/13/2024 Added <mark style="color:orange;">Exa hallucination-detector</mark>*

*12/16/2024 <mark style="color:orange;">Added Google Veo2, Google Whisk, Filmora</mark>*

*12/27/2024 Added <mark style="color:orange;">Deepseek V3</mark>*

*12/31/2024 Added <mark style="color:orange;">Google Deep Research</mark>*

## *<mark style="color:orange;">2025</mark>*

### *<mark style="color:orange;">Jan</mark>*

*1/7/2025 Added <mark style="color:orange;">Nvidia Agentic AI, Razer Project Ava</mark>*

*1/16/2025 Added <mark style="color:orange;">ChatGPT Tasks, Luma Ray 2</mark>*

*1/17/2025 Added <mark style="color:orange;">Robin AI</mark>*

*1/232024 Added <mark style="color:orange;">ChatGPT Operator</mark>*


# Terms of Service

### Introduction

Welcome to aiandbusiness.com ("Website"). These Terms of Service ("TOS") govern your use of our Website and any services offered through the Website. By accessing or using the Website, you agree to comply with and be bound by these TOS. If you do not agree with these terms, please do not use our Website.

### 1. Acceptance of Terms

By using aiandbusiness.com, you agree to be legally bound by these TOS, including any updates or modifications. If you do not accept these terms, please refrain from using the Website.

### 2. Use of Website

#### 2.1 Permitted Use

* You agree to use the Website only for lawful purposes and in a manner that does not infringe the rights of, restrict, or inhibit anyone else's use and enjoyment of the Website.
* You agree not to use the Website for any unlawful activity, including but not limited to the unauthorized use of AI technologies for illegal purposes.

#### 2.2 Prohibited Use

* You are prohibited from using the Website to violate any local, state, national, or international law.
* You must not misuse our Website by knowingly introducing viruses, trojans, worms, logic bombs, or other material that is malicious or technologically harmful.

### 3. Intellectual Property and Content Licensing

#### 3.1 Ownership

* All content on the Website, including but not limited to text, graphics, logos, images, and software, is the property of aiandbusiness.com or its content suppliers.

#### 3.2 Creative Commons License

* The content on aiandbusiness.com is licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0) license. This means you are free to:
  * Share — copy and redistribute the material in any medium or format
  * Adapt — remix, transform, and build upon the material for any purpose, even commercially
* Under the following terms:
  * Attribution — You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
  * No additional restrictions — You may not apply legal terms or technological measures that legally restrict others from doing anything the license permits.
* For more details on the license, please visit Creative Commons Attribution 4.0 International License.

### 4. User Content

#### 4.1 Submission

* You may submit content to the Website, including but not limited to comments, articles, and feedback. By submitting content, you grant us a non-exclusive, royalty-free, perpetual, and worldwide license to use, reproduce, modify, and publish such content.

#### 4.2 Responsibility

* You are solely responsible for the content you submit and agree not to submit content that is unlawful, defamatory, or infringes the rights of any third party.

### 5. Disclaimers and Limitation of Liability

#### 5.1 No Warranties

* The Website is provided on an "as is" and "as available" basis without any warranties of any kind, either express or implied. We do not warrant that the Website will be uninterrupted, error-free, or free from viruses or other harmful components.

#### 5.2 Limitation of Liability

* To the fullest extent permitted by law, aiandbusiness.com and its affiliates will not be liable for any direct, indirect, incidental, special, or consequential damages resulting from the use or inability to use the Website, even if we have been advised of the possibility of such damages.

### 6. Accuracy of Materials

The materials appearing on the Website may include technical, typographical, or photographic errors. We do not warrant that any of the materials on our Website are accurate, complete, or current. We may make changes to the materials contained on our Website at any time without notice. However, we do not make any commitment to update the materials.

### 7. Links

We have not reviewed all of the sites linked to our Website and are not responsible for the contents of any such linked site. The inclusion of any link does not imply endorsement by aiandbusiness.com. Use of any such linked website is at the user's own risk.

### 8. Indemnification

You agree to indemnify, defend, and hold harmless aiandbusiness.com, its officers, directors, employees, agents, and affiliates from and against any claims, liabilities, damages, losses, and expenses, including legal fees, arising out of or in any way connected with your use of the Website or your violation of these TOS.

### 9. Privacy Policy

Your use of the Website is also governed by our Privacy Policy, which is incorporated into these TOS by reference. Please review our Privacy Policy to understand our practices regarding your personal information.

### 10. Termination

We reserve the right to terminate or suspend your access to the Website, without prior notice or liability, for any reason whatsoever, including without limitation if you breach these TOS.

### 11. Governing Law

These TOS are governed by and construed in accordance with the laws of the state of California, without regard to its conflict of law principles. You agree to submit to the personal jurisdiction of the courts located in California for the purpose of litigating all such claims or disputes.

### 12. Changes to Terms

We reserve the right to modify these TOS at any time. Any changes will be effective immediately upon posting on the Website. Your continued use of the Website following the posting of revised TOS signifies your acceptance of the revised terms.

### 13. Contact Information

If you have any questions about these TOS, please contact us at [contact](/other/contact).