AI圈报教程 / 实战普通
Test the migration before it tests production: rehearsing AI-generated database changes
内容摘要
The pre-merge checklist catches a bad migration's shape: no rollback, a table rewrite hiding in one...
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教程 / 实战普通
My Crawler Now Tells You What It Missed
PageSift 0.80: extraction results that warn when they're incomplete, a rebuilt PDF layer that preserves structure, hand-written Office/EPUB parsers, and a fuzz pass — with correctness held to a no-speed-regression rule.
信息来源：DEV Community
教程 / 实战普通
I gave 8 models a sandbox and no task. Here is what each one did with the freedom.
Every benchmark tells a model what to do. I wanted to see what happens when nobody does. So I gave...
信息来源：DEV Community
教程 / 实战普通
Where else should this diff have gone? Five shapes from 90 daily code reviews
One view out of three. Two templates out of three. Three prompt builders out of four. Six languages...
信息来源：DEV Community
教程 / 实战普通
I broke my own tool's scoring model and rebuilt it. Here's what changed in rubric v2
When I published the calibration study showing the GEO score does not predict citations, one question...
信息来源：DEV Community
教程 / 实战普通
Three traps I fell into while building a behaviour lab for AI agents
A methods note. One person's lab; a full run of one model costs $1-41. Every claim below comes from a...
信息来源：DEV Community
教程 / 实战普通
👻 Memory Ghost: Bringing Forgotten Files Back to Life with Local AI | Gemma 3 + Ollama
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
信息来源：DEV Community · Ollama
教程 / 实战普通
The agent ended its turn. That is not the same as done.
A frontier model ended two unattended builds after 16 and 37 of 300 allowed calls with the words \"I'll get to them next.\" Turn-end is not completion. Here is a stop-check that reads the diff and re-runs the tests before your pipeline bel…
信息来源：DEV Community
教程 / 实战普通
Your agent needs a stand-in, not the password: a surrogate-token proxy in Node.js
Meta's Muse gives its agent a stand-in token and swaps the real credential in at the network boundary. After two October incidents around that agent, here is how to build the same boundary for your own stack in a single Node.js file with n…
信息来源：DEV Community
教程 / 实战普通
What breaks when you run coding agents on gpt-oss-120b locally
I built Stepswitch, a free, MIT-licensed orchestrator for coding agents. It splits a task into steps...
信息来源：DEV Community · GPT
教程 / 实战普通
GhostShell AI — Hacktoberfest Week 4: Ghost in the Machine
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 4: Ghost in the...
信息来源：DEV Community