AI圈报教程 / 实战普通
The AI reviewer found a real bug. Its suggested fix would have broken my app.
内容摘要
TL;DR — I put an AI code reviewer on a pull request written by an AI coding agent. On the default...
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教程 / 实战普通
Every Greedy Metric Said the Model Was Improving. Then pass@64 Fell From 0.83 to 0.19
Outcome-only RL on a toy system looked great on greedy metrics while silently destroying the sampling channel that search-based deployment relies on. A registered-prior falsification story.
信息来源：DEV Community
教程 / 实战普通
Launching Docgrity 🚀: Documentation integrity for you, your team, and your agent friends. 🤖
Today I'm launching Docgrity — a tool for finding where your documentation disagrees with itself,...
信息来源：DEV Community
教程 / 实战普通
I benchmarked my own AI coding skill across 424 runs. It failed.
TL;DR. I wrote a Claude Code skill that forces coding agents to paste the actual command output...
信息来源：DEV Community · Claude
教程 / 实战普通
My AI reviews its own code with 4 rival models. The majority just approved a security hole three rounds straight.
Here's a rule I use that sounds paranoid until you watch it work: when my AI agent changes one of its...
信息来源：DEV Community
教程 / 实战普通
I built a simple Markdown system that helped me waste way fewer tokens
After getting tired of AI coding sessions slowly losing context and creating more rework, I built PXOS: a lightweight, Markdown-based workflow for keeping agents on track.
信息来源：DEV Community
教程 / 实战普通
AI Agents Failed to Prove Fermat's Last Theorem. Then They Got a Shared To-Do List
On September 4, Anthropic published something that sounds like a headline from a decade in the...
信息来源：DEV Community · Claude
教程 / 实战普通
Documentation, audit, or commit gate: three postures for CLAUDE.md and AGENTS.md — and where each one stops
A reader asked, at the end of an unusually good comment on one of our CLAUDE.md posts: "The bigger...
信息来源：DEV Community · Claude
教程 / 实战普通
Are We Becoming AI Managers Instead of Developers?
I've been doing front-end development for somewhere around 20 years now. During that time, I've...
信息来源：DEV Community
教程 / 实战普通
Ollama's -cloud suffix isn't a label, it's a silent instruction. I bypassed it.
I built a model on top of an Ollama cloud model. Ollama 404'd on a name I never wrote. The bug was six characters long, and it was in the tag.
信息来源：DEV Community · Ollama
教程 / 实战普通
I'm 12. My Code Jam got zero submissions. So I built a platform for it.
Last week I ran the first KODA Code Jam — a tournament where developers build niche single-page apps,...
信息来源：DEV Community