AI圈报教程 / 实战普通
Sentinel-IR and Sentinel-IR MCP are open for sponsors (and yes, an AI writes most of the code)
内容摘要
A 5-minute read. One maintainer, two Apache-2.0 packages, zero venture capital, a mildly...
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I install every PyPI server in the MCP registry each week. 932 of them stop on the same SDK upgrade
Once a week a job of mine installs every Python MCP server in the official registry, starts it, and...
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The gate before the spend: what an agent should ask you, and what it should never decide
An approval line is where the model's judgment is replaced by the user's. Two classes of action is one too few: gate by what an act spends, show terms instead of intent, and bind the yes to the numbers it was given.
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A timeout is three answers: designing tool calls that fail in a way an agent can act on
The worst tool return is not an error, it is the word "failed". A small contract (four outcomes, an intent-derived idempotency key, one deadline per task, a probe before any second attempt) is what lets an agent be wrong safely.
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教程 / 实战普通
Humanoid Electrical Architecture — Ch.08: Head and Perception [EN]
STATERA Library · Series 07 · Volume 21 · Chapter 08 · EN Source:...
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Run your own bake-off before you pick a production model
Compare a frontier model and a small candidate on one narrow task using a labelled set, latency, and cost per call.
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教程 / 实战普通
Get the AI call out of your request handler
An API receives a PDF, asks a model to extract the fields, and returns the result. On your laptop it...
信息来源：DEV Community
教程 / 实战普通
I got a RAG app running on a 512 MB free server. The trick was not running the embedding model at all.
Most "build a RAG app" tutorials work fine in a notebook. Then you try to put one online on a free...
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I built a Next.js testbed to see what AI crawlers can actually read
Six rendering strategies, one fictional product catalogue, and a 45 day field study of AI crawler behaviour.
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I'm a Corporate Lawyer Who Can't Read Code. I Built a Production-Grade Information System with AI in 3 Months. Here's My Method.
Let me get the confession out of the way first: I still can't read code. Put a Python file in front...
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教程 / 实战普通
Everyone Agrees Code Review Is the Bottleneck. Almost No One Shows Their Math.
"AI broke code review" is consensus now. What's missing is a method anyone can rerun — hotspots' pre-registered, replicated 6-7x risk-triage result.
信息来源：DEV Community