An Anthropic engineer pointed Claude Code at his old startup's infrastructure and told it to find ways to save money. It audited the full stack, identified 3 unused Redis instances he'd been paying for, proposed deleting them, and after he approved each step, executed the
AGENTS
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Types of LLMs in AI Agents by @ingliguori
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Types of #LLMs in #AIAgents by @ingliguori #GenerativeAI #ArtificialIntelligence #MachineLearning #ML
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EVE-Agent forces verifiable source spans for AI learning
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Can your AI justify what it learns, or is it just guessing? Researchers from Fujitsu and the University of Tokyo present EVE-Agent: a self-evolving system that forces every training example to include a verifiable source span — no more learning from unsupported answers.
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Agentic Tools for Automated Test Case Writing
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Depends on the job. Quick checks, curl still wins. Real suites, an agentic tool that writes and maintains the cases.
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Directing AI Agents: The Future Skill Beyond Prompting
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One catch though. The bright future goes to people who can direct an agent and check its work. Direction on its own just builds a faster mess.
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AI Agents Beyond LLMs: Orchestration and Architecture
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AI agents are more than LLMs • Skills → expertise
• MCP → external connections
• Subagents → delegated tasks
• Hooks → automation
• Memory → persistent context Real AI systems are orchestration layers. Via Giuliano Liguori (
@ingliguori
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Gary Marcus says Claude Code works in neurosymbolic system but fails alone
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it’s fine as a component in a larger (neurosymbolic) system, which is at last what Anthropic figured out, with Claude Code. but did in fact get stuck when used on its own, as i had predicted.
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Types of LLMs in AI Agents from @ingliguori
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Types of #LLMs in #AIAgents by @ingliguori #GenerativeAI #ArtificialIntelligence #MachineLearning #ML
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Coding changed forever: AI agents rewrote rules – video
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Coding Changed Forever
AI agents rewrote the rules I just made a video covering everything since the AI boom Watch it here: https://
youtu.be/ShFn3MG0h8s -
Red/green TDD for agents with regression tests
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I am firmly in the red/green TDD team for agent code, I like having a test suite that protects against breaking old features when they make new changes – https://simonwillison.net/guides/agentic-engineering-patterns/red-green-tdd/ …