AI圈报教程 / 实战普通
My LLM Critic Flip-Flops on Every Run. That's Fine — Because a Frozenset Decides What's Fatal.
内容摘要
This is a companion to the PlannerCritic series. Article 2 was about a specific critic bug. This one...
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I gave an AI eight real DevOps jobs. Here's where it shipped — and where it quietly got it wrong.
For the last couple of months I've been handing an AI agent (Claude Code) real DevOps work — not toy...
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RAG Without the Hype: Make Retrieval Observable, Testable, and Replaceable
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The limits page is longer than the feature list
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What changed in Apiarium after developers started using it
A few weeks ago I wrote about why I built Apiarium after OpenRouter solved one problem for me and I...
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Building Shoots: a hybrid event-driven agent system for photography
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Probe vs Prose: what the verifier-sharing-your-text-channel really costs
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The difference between "mentioned" and "answered"
Building an agent that adjudicates whether a required form item actually got answered — and refuses to file the report until every one has. Google ADK 2.6, Gemini 3.6 Flash, Cloud Run.
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