AI tools are no longer just tools. They’re starting to look like operating systems for work. What’s interesting isn’t one feature or one model. It’s the shift in how everything connects:
Chat
Files
Code
Workflows
Team context All in one place. That changes the game. Because
AGENTS
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AI Tools Evolving into Integrated Work Operating Systems
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Pre-agentic intuitions shape both AI doom and abundance predictions
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This applies in both directions. The doom predictions and the abundance predictions are both running on pre-agentic intuitions about what AI can actually do in a workflow.
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Agents and World Models: A 1986 Perspective on AI History
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I have some news from 1986 for people who think agents, continual learning and world models were invented yesterday:
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Peer Review Process Improves AI Reasoning Quality
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The peer review step is what separates this from just asking Claude five times. Getting the advisors to grade each other's reasoning catches things a single pass misses.
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BlevLabs Cognitive Architecture Improves Anthropic AI
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It is the cognitive architecture that @blevlabs made (it sits on top of Anthropic and greatly improves it and I spent two months raising the agent by having many conversations with it.
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AI Agents Automate Code Review and Fixes Loop
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codex now runs on each commit we land, reviews it – and if a booboo is found, a new codex spins up and (if still relevant) makes a PR for the fix. Then a review agent spins up. If an issue is found, another agent will fix the issues. (up to 5 loops)
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7 AI Agents to Replace Your Team While You Sleep
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I have published an episode on @ivoox
: "#1121: 7 AI agents that can truly replace a large part of your team while you sleep #podcast -
Agentic Patterns for Multi-Agent Enterprise AI Systems
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5- release from @PacktDataML at https://
amzn.to/3MaHy8T "Agentic Architectural Patterns for Building Multi-Agent Systems: Proven design patterns and practices for GenAI, agents, RAG, LLMOps, and enterprise-scale AI systems" Contents:
GenAI in the Enterprise: Landscape,