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- Claude’s new Effective harnesses for long-running agents 🤖
Claude’s new Effective harnesses for long-running agents 🤖
🦾Plus: 🦾 China Warns of Humanoid Robot Bubble

Hey folks! Let’s get into Big Data and AI craziness…
In today's edition: What's Shaping the Future of Data?
📈Top Machine Learning Trends to watch in 2025
💬Open-source Chat UI Brings ChatGPT and Claude Features to All LLMs
🧠Microsoft open-sourced a 7B agentic CUA model
🤖30 Pro tips for effectively using Gemini CLI for agentic coding
🤖Claude’s new Effective harnesses for long-running agents
💰 Supabase hit $5B valuation
💡 AI Tutorial:How to create stunning UIs with Replit’s Design agent
🤖 AI Tools and Data Tools to checkout

Claude’s new framework bridges sessions, trims errors, and powers ahead in benchmarks. Anthropic is leveling up Claude agents to work more like human software engineers. Multi-session projects used to trip them up, forgetting previous work, overbuilding features, or marking tasks completed too early. The new two-agent system changes the game.An initializer agent sets up the project, seeds a git repository, and logs progress, while a coding agent tackles features step by step, produces clean, documented outputs, and runs end-to-end tests via Puppeteer.
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Although machine learning is one part of the greater AI market, it is the most commonly implemented form of AI and growing rapidly in business. The machine learning market reached a value of about $1.41 billion in 2020 and is expected to reach $8.81 billion by 2025, according to 360 Research Reports.

Building a proper AI assistant means juggling RAG systems, web search APIs, agent frameworks, and trying to make them all work together nicely. Onyx bundles everything into one self-hostable chat UI - MCP integration, knowledge graph RAG, web search, deep research, custom agents, code execution, and connectors to 40+ sources, working seamlessly with any LLM from proprietary to self-hosted.

Microsoft just dropped Fara-7B, a 7B parameter agentic model that can autonomously use your computer, clicking, typing, and navigating to complete tasks. It operates visually by perceiving UIs and taking appropriate actions. Built on Qwen2.5-VL and trained on 145K synthetic trajectories from Magentic-One, it's punching above its weight class: outperforming UI-TARS and even competing with OpenAI's computer-use-preview.

If Gemini CLI has been sitting in your terminal unused, this guide by Google’s engineer, Addy Osmani, walks through the features that make it stick. His guide includes ~ 30 tips, like GEMINI.md files that persist project context so you stop repeating the same instructions, /memory commands that accumulate useful facts across sessions, and MCP server integrations, that’ll supercharge your workflows with Gemini 3 Pro in the Gemini CLI.
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👨💻 Data Tools, Libraries
Coresignal’s Free Webinar: How to Evaluate External Data Quality with Confidence. Join Coresignal’s free, vendor-neutral webinar on December 2, where Data Analyst Egidijus Griska will share practical tools and metrics you need to be confident when assessing B2B data.
kit (GitHub Repo)
kit is a toolkit for codebase mapping, symbol extraction, code search, and building LLM-powered developer tools, agents, and workflows. It can build things like code reviewers, code generators, and IDEs.
Styleframe (Website)
Styleframe's powerful TypeScript CSS API helps developers compose design systems in minutes.
AI News:

Google is shifting from an internal chip user to a retailer, a move that directly challenges Nvidia's market dominance. A new analysis suggests the mere existence of Google's latest TPUs is already driving down prices for AI computing power.
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Holiday demand overwhelmed both OpenAI’s Sora and Google’s Nano Banana Pro, forcing strict generation caps. Free users now get two images per day on Nano Banana Pro, with paid tiers pushed as the fix

Beijing’s top economic planning agency says investment is flooding into humanoid robotics despite few proven use cases. With 150+ companies in the space (half of them startups), regulators worry about a wave of copycat bots.

Shen Zhuoran, a technical member at xAI, outlined a breakthrough AI system capable of reading and understanding computer interfaces from raw video, reasoning under tight time constraints, and executing actions with precision - all without APIs and within 150 milliseconds.

Supabase, the open-source database platform that’s become the backend of choice for the vibe-coding world, raised $100 million at a $5 billion valuation just months after closing $200 million at $2 billion. But co-founder and CEO Paul Copplestone has a surprising strategy: he keeps turning down million-dollar enterprise contracts from deep-pocketed but demanding customers.
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AI Tutorial
How to create stunning UIs with Replit’s Design agent

Go to Replit and sign up
Go to Home > Design tab and describe the UI you want
Sample Prompt: Design a modern, clean fashion website UI with a clear layout, strong visual hierarchy, and intuitive navigation. Keep the style minimal, user-friendly, and mobile-responsive. Include a hero section, clear CTAs, and simple content blocks. Provide a polished, premium look without clutter.
Review what it created, then refine with follow-up prompts if needed
Use the live preview in Replit to see how it looks on desktop and mobile
Once you're satisfied, click ‘Publish’ to save or share your finished design
🔥Top AI tools to increase productivity:
Marblism generates a fully-functional web application from a single prompt:
Clipwing A tool for cutting long videos into dozens of short clips
aiPDF is an innovative, multi-modal tool designed to work with a wide array of inputs, including ebooks, web articles, YouTube videos, podcasts.
podcast.ai, a podcast that is entirely generated by artificial intelligence
Clipwing A tool for cutting long videos into dozens of short clips
aiPDF is an innovative, multi-modal tool designed to work with a wide array of inputs, including ebooks, web articles, YouTube videos, podcasts.
Verk- Hire AI employees to add more firepower to your team, who work 24/7 to do sales, be your personal assistant, do graphic designing and more
Codetoflow enables you to understand the code in simple terms using a flowchart which enables you to understand the details
View our database of all the best AI tools for your needs: aitoolsup.com
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A.I. Generated Image of the Day
👀 Lion Yogi
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