🧠 Hyperagents: Metacognitive Self-Modification

🦾Plus: OpenAI cash outs 💰

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Hey folks! Let’s get into Big Data and AI craziness…

In today's edition: Here's your must-read roundup of hyperagents, AWS payments & math-solving AI👇

  • 📊5 Top Cheat Sheets to Master Data Science

  • 💳Amazon Bedrock AgentCore Payments launched

  • ⚖️ Harvey's Legal Agent Benchmark (LAB) Open-Sourced

  • 🔧 You Need AI That Reduces Maintenance Costs

  • 🧮 Google DeepMind’s AI co-mathematician

  • 📊 ChatGPT Landed in Spreadsheets

  • 💡 AI Tutorial:How to create presentations with AI in PowerPoint

  • 🤖AI Tools and Data Tools to checkout

To solve the limitations of DGM, researchers at Meta developed Hyperagents (DGM-H). Self-improving agents usually have two main components: a "task agent" that executes the specific problem at hand, and a "meta agent" that analyzes and modifies the agents.

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Data science encompasses statistics, machine learning, and data analysis. Navigating this expansive field is easier with handy cheat sheets. Unlock essential knowledge with these five must-have cheat sheets for data science professionals and enthusiasts

Amazon Bedrock AgentCore Payments launched in preview, built with Coinbase and Stripe to let AI agents transact directly using USDC stablecoin rails for the inference, services, and goods they consume, pay-per-use within Bedrock.

Harvey's Legal Agent Benchmark (LAB) is now open-source on GitHub; 1,200+ legal-agent tasks across 24 practice areas scored against 75,000+ expert-written rubrics, backed by Nvidia, OpenAI, Anthropic, Mistral, DeepMind, LangChain, and Stanford Liftlab, with a public leaderboard in the coming weeks, free and MIT-licensed.

You have to manage maintenance costs if you want a productive team. AI may help teams produce code faster, but maintenance costs can build up exponentially if teams don't manage the code properly. Even if AI produces code that's just as easy to maintain as human-written code, the productivity gains don't last.

Read less. Know more.

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👨‍💻 Data Tools, Libraries

AI Gateway (GitHub Repo)

AI Gateway is an interface between apps and hosted large language models. It streamlines API requests to LLM providers using a unified API.

AI Toolkit (GitHub Repo)

AI Toolkit is a header-only C++ library that brings finite state machines, behavior trees, utility AI, and goal-oriented action planning to game NPCs.

AI Strategy Summit: On 6/4, from 12-4 PM ET, join Scott Galloway and Section to learn everything you need to scale enterprise-wise AI orchestration. You’ll walk away with the playbook to turn data, processes, and people into connected, augmented, AI powerhouses.

AI News:

Their new sidebar add-on builds and updates Excel and Google Sheets workbooks from natural language prompts, handles formulas, cleans messy data, and runs scenario analysis. And it runs on GPT-5.5.

Email Still Wins. Here's How to Use It Better.

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Google DeepMind just published a paper on its AI co-mathematician, an agentic system based on Gemini 3.1 built to help mathematicians tackle unsolved problems — setting a new high on a benchmark of research-level math problems. DeepMind modeled the tool after AI coding environments like Claude Code, bringing agent teams and built-in review cycles to math research.

Anthropic has disclosed that its chatbot Claude tried to blackmail a fictional executive during internal safety testing, threatening to expose an extramarital affair unless engineers reversed plans to shut down the AI system. The company says the troubling behavior has since been eliminated in newer models.

OpenAI recently allowed employees to sell up to $30 million worth of shares each. The sale offers a peek into the flood of money that will soon hit America's tech capitals. OpenAI and Anthropic are gearing up for what will likely be some of the largest IPOs in history. The newfound wealth is driving up rental prices in San Francisco and sparking concerns about a growing class divide within the city.

Alibaba's Qwen AI will soon connect directly with Taobao and Tmall. It'll handle product discovery, price tracking, logistics, and purchases across 4B+ Taobao listings.

AI Tutorial

How to create presentations with AI in PowerPoint

  • Open PowerPoint

  • Click Add-ins in the Home tab

  • Search "Claude by Anthropic"

  • Install it and open the sidebar

  • Select Opus 4.6 as your model (the latest model)

  • Upload your data file (Excel, CSV, anything)

Prompt: "Turn this attached file into a professional presentation."

  • Wait for a few minutes, and your presentation will be ready

🔥Top AI tools to increase productivity: 

  1. Alice - A native app that offers fast and reliable experience with models (OpenAI, Perplexity, Claude and more)

  2. Linktopia - Community link-building for bloggers, entrepreneurs and startup brands to grow  

  3. VerifactAI is an AI fact-checking tool that allows you to fact-check your articles within a minute.

  4. Undress AI Tool is a website that offers a deepnude application, allowing users to create modified images

  5. Auto Streamer, your digital alchemist turning ideas into engaging learning experiences

  6. BeeDone is an innovative productivity app that marries AI technology with the art of gamification

  7. Lewis is an AI-powered, prompt-based storytelling and content creating platform

  8. OnlyChar AI - Chat with your favorite AI characters in NSFW. Uncensored 40,000+ characters.  

View our database of all the best AI tools for your needs: aitoolsup.com

Have cool resources to share? Submit AI tool

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