AI圈报教程 / 实战普通
From SkillCheck to TraceMantle: Tracking Agent Skill Changes and Test Evidence
内容摘要
Why I expanded SkillCheck into TraceMantle to track agent skill packages, supporting files, and the test evidence used to approve changes.
相关推荐
综合分类、实体标签与信息来源匹配
教程 / 实战普通
The Physical Limits of AI: GPU Exhaustion, The 151M Token Heist, and The 38GW Power Wall
For the last three years, the AI narrative has been simple: scale compute, add parameters, collect...
信息来源：DEV Community
教程 / 实战普通
Agentic AI in 2026: From Chatbot to Autonomous Coworker
Two years ago, "AI" in most products meant a chat window that answered questions. In 2026, it means...
信息来源：DEV Community
教程 / 实战普通
I Sell Memory APIs. I'm Also Building the Benchmark. Here's How I'm Trying Not to Rig It.
Hey everyone. This time I'll go through what got me started on this benchmark, and the core of how...
信息来源：DEV Community
教程 / 实战普通
Joint weight‑harness optimization approaches fine‑tuned model performance
Alternating updates of model weights and executable harnesses can reach accuracy on par with full...
信息来源：DEV Community
教程 / 实战普通
Self-hosting a social publishing stack: what actually broke
I set up a self-hosted scheduler to publish a 30-day content campaign across eleven platforms....
信息来源：DEV Community
教程 / 实战普通
The Purple Gradient Problem: Why AI UI All Looks Alike (and How to Fix It)
You can spot it in about three seconds. A product shows up in your feed. Before you've read a single...
信息来源：DEV Community
教程 / 实战普通
I made two AIs review each other's code for 30 days. A human still caught the bug in 5 minutes.
Last month I let AI write 100% of my code for 30 days. The single loudest lesson wasn't "AI is...
信息来源：DEV Community
教程 / 实战普通
"Gen-Alpha is Cooking": Why 12 and 13-year-olds are out-shipping adults with zero budget.
"Gen-Alpha is Cooking": Why 12 and 13-year-olds are out-shipping adults with zero...
信息来源：DEV Community
教程 / 实战普通
I tested 31 MCP servers for contract compliance. Only 3% passed.
MCP has outputSchema so agents can validate tool results. But does the schema actually reject a wrong...
信息来源：DEV Community
教程 / 实战普通
AI Is Already Better at Coding Than Most Developers. So Why Would a Company Still Hire You?
AI can write a React component in seconds. It can create an API, design a database schema, write...
信息来源：DEV Community