AI圈报教程 / 实战普通
An AI agent guard claims zero successful attacks. I re-ran its tests.
内容摘要
The guard is OpenAPPA. I tested it on four AI models: what its zero counts, what it misses, and what...
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教程 / 实战普通
I built a live pixel library where vibe coders sit together while their AI works
What I learned building Vibrary with Claude Code — privacy-first activity tracking, realtime presence bugs, signed auto-updates, and a canvas engine that started as one HTML file.
信息来源：DEV Community · Claude
教程 / 实战普通
Your robot's execution horizon is not a tuning knob. It is the solution to an equation with a wall in it.
Nine 2026 papers name the amortization-vs-staleness tension in action-chunk execution horizons; none writes the objective down. Derive it and the horizon stops being task-specific — with a floor cheap inference cannot cross and a wall wher…
信息来源：DEV Community
教程 / 实战普通
An AI Agent Programmed a Siemens S7-1500 Through an MCP Bridge — Here's the SCL and the Race Conditions It Caught
We gave an LLM agent an MCP server that drives TIA Portal via Openness, then asked it for a conveyor-sorting state machine in SCL. It added the CPU, validated the simulator, wrote the FB, and shipped 14 test cases — and refused three thing…
信息来源：DEV Community
教程 / 实战普通
How to search for patents and prior art before building a product
Day 12 of 30 Days of Search. TL;DR Search by what an invention does, not just what you...
信息来源：DEV Community
教程 / 实战普通
I was chasing the job market. One comment on DEV.to made me rethink everything 🥲
Let me ask you something. What are you supposed to learn when the CEOs of all AI companies keep...
信息来源：DEV Community
教程 / 实战普通
How I Coordinate Multiple AI Agent Swarms Across Vendors Without Letting Them Collide
How I Coordinate Multiple AI Agent Swarms Across Vendors Without Letting Them...
信息来源：DEV Community
教程 / 实战普通
Five ways Claude prompt caching quietly breaks on Amazon Bedrock
Requests still return 200. You just pay full price again. Five causes from this quarter's bug reports, and a limit I measured: 21 blocks hit, 22 miss.
信息来源：DEV Community · Claude
教程 / 实战普通
Can You Run vLLM on Windows? Yes — via WSL2
Originally published on mrsaynothing.dev — the local-LLM cluster lives there. 93,632 GitHub stars...
信息来源：DEV Community
教程 / 实战普通
Should an AI Tutor Just Give You the Answer? I Tested It
I built an AI tutor for SQL that won't hand you the answer straight away. Then I tested it against a...
信息来源：DEV Community
教程 / 实战普通
Vibecoding: The Stages of Acceptance
The hype and the outrage around vibe coding have both cooled off enough that we can finally talk...
信息来源：DEV Community