AI圈报教程 / 实战普通
We gave our MCP server an undo button
内容摘要
Letting an AI agent change your product's settings is only reasonable if you can take it all back. So...
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pyursa: a dataframe library built for AI agents, not just humans
Agents write a lot of pandas code, and pandas fails silently. pyursa gives agents strict types, errors with ready-made fixes, undo, lineage and LLM operators, on Polars or DuckDB.
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I built a browser for AI agents, then benchmarked it against Playwright MCP and browser-use
Every agent I tried on the web had the same problem: it was reading too much. A browser tool hands...
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The "Agentic Operating Layer": A Pattern You Can Steal from OpenAI's Orchestra Bio Deal
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The Second Run Is Where the Lies Show Up
Every agent demo I have ever seen works on the first run. Mine did too. The first run has a clean...
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Small Language Models on Your Laptop: A Field Guide
Which small language models actually run on a laptop? Hardware-matched picks for 8GB, 16GB and 24GB machines, setup commands, and the honest limits.
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How to Coordinate Multi-Agent AI Swarms Without Cloud Deadlocks: A Distributed Task Board MCP Server
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Where retrieval assistants leak: the title, the summary and the cache
A retrieval-augmented assistant answers from documents it fetched first. Most access reviews ask what...
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I Sorted 400 Agent Failures Into Five Buckets. Almost None Were the Model's Fault.
Over a month I logged about 400 tasks run by an agent on my own machine. When a task went wrong I...
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