AI圈报教程 / 实战普通
We read the schemas of 4,951 public MCP servers
内容摘要
Your MCP server's tool schema is the entire interface a model has. No README, no repo, no idea what...
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教程 / 实战普通
Skybridge v2 ships the new MCP protocol and lets you test your app with Evals
Skybridge v2 adopts the MCP 2026-07-28 revision, replaces the single McpServer with a per-request factory, and ships @skybridge/test so you can assert that a model actually reaches your tools.
信息来源：DEV Community
教程 / 实战普通
I let AI write 100% of my code for 30 days. Here's what broke.
Not "AI-assisted." Not "copilot suggestions I edited." I mean I made a rule: for 30 days, I don't...
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Five Fact-Check Gates and a Signature Passed a Page Whose Source URL Never Renders the Number
A page that had already passed five machine gates and a human's signature turned out to cite a source URL that never renders the number it was cited for, because every check compared the fact-check sheet against itself instead of against t…
信息来源：DEV Community
教程 / 实战普通
Qwen 3.8 4-bit Benchmark RTX 4090: 1-bit is a Trap
Ran Qwen 3.8 27B 4-bit quantization benchmarks on RTX 4090 and M-series Mac for local AI agents. Don't fall for 1-bit — here's why.
信息来源：DEV Community · Qwen
教程 / 实战普通
We Kept Rebuilding Aiden for Six Months: From a HID Demo to a Physical AI Agent
Six months ago, Aiden was much closer to a hardware experiment than an Agent platform. The first...
信息来源：DEV Community
教程 / 实战普通
Fine-tuning a content-moderation model on a laptop is easy. Trusting the result is not.
I fine-tuned a small language model to sort messages into safe or unsafe, the kind of check a...
信息来源：DEV Community
教程 / 实战普通
Inside SFPU Overflow Bugs: How a 40-Year-Old Rounding Trick Breaks on Modern AI Accelerators
Inside SFPU Overflow Bugs: How a 40-Year-Old Rounding Trick Breaks on Modern AI...
信息来源：DEV Community
教程 / 实战普通
Why I Built an AI Flyer Generator Around Editable Fields Instead of Prompts
I am building Postrai, an AI flyer generator for small businesses. The problem I kept seeing was...
信息来源：DEV Community
教程 / 实战普通
MTP Explained: How Qwen and Gemma Predict Several Tokens Ahead
MTP (Multi-Token Prediction) is a technique that lets a language model predict several tokens ahead...
信息来源：DEV Community · Qwen
教程 / 实战普通
Your Guardrail Test Still Passes With the Guardrail Deleted
Test whether an AI agent guardrail is still working: rerun the corpus with the gate deleted. Each bad input lands LOAD_BEARING, SHADOWED or MISSED.
信息来源：DEV Community