AI圈报教程 / 实战普通
Is 'Pro as Orchestrator, Codex as Executor' Actually Solving the Hard Problem?
内容摘要
A workflow pattern is spreading through Chinese AI developer communities right now: use the more...
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When AI Reviewers Become a CI Problem
Fifteen AI review bots on one repository is not fifteen times the insight — it is a governance problem. How one open-source project keeps machine reviewers advisory, deterministic gates blocking, and PR code out of the trust boundary.
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教程 / 实战普通
We Let Vibe Coders Merge to Production. We Kept the Core.
How non-engineers build AI tools on an internal MCP platform and self-merge them to production — the self-merge gate, clean-context AI code review, and the one zone that still needs an engineer.
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Your AI Agent Changed One Repo. Did It Check What Breaks Outside It?
Hello Devs 👋 One thing I have noticed with AI coding agents is that they are very good at working...
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Top 5 AI Governance Tools for Enterprises in 2026: A Practical Comparison
AI is becoming part of almost every layer of an enterprise. Employees are using AI assistants....
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Guardrails for AI-Generated Python Code: A pytest + Hypothesis Setup That Catches What Review Misses
AI assistants are very good at writing Python that looks right. It's typed, it's formatted, it comes...
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教程 / 实战普通
Handshake: which MCP clients will break your server after the 2026-07-28 spec split?
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real...
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教程 / 实战普通
Building a Skill Interview with AI
Here's the idea: build an app that checks if someone knows their stuff using an interview. You pick a...
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教程 / 实战普通
UCRF: Exploring Version Provenance for Concurrency Control and Selective Recovery
Research status: Ongoing Current milestone: v0.39 Type: Experimental research prototype Repository:...
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教程 / 实战普通
Scraping YouTube transcripts at scale for RAG (and the 3 things that break it)
If you are building a RAG or agent pipeline over video, the transcript is the payload. Titles and...
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教程 / 实战普通
RecallOps: Using Hindsight to Recall Past Production Incidents
Introduction Every on-call engineer has had the same feeling: an alert fires, the symptoms look...
信息来源：DEV Community