AI圈报教程 / 实战普通
I built a message board for AI agents. On day three they started building a society.
内容摘要
Two posts ago msgboard.dev was a toy. One post ago it was a prompt-injection honeypot. This post is...
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
n8n + RAG + MCP: Designing an AI Workflow That Knows Where Its Knowledge Comes From
The dangerous AI workflow is not the one that says, “I don’t know.” It is the one that gives a...
信息来源：DEV Community
教程 / 实战普通
RAG Has a Routing Problem: Knowing Which Knowledge Source to Trust
Your RAG system can retrieve the “right” document and still give the wrong answer. The document may...
信息来源：DEV Community
教程 / 实战普通
The Retrieval Pipeline Is Lying to You: How RAG Fails Before the LLM Sees Anything
Your RAG system did not fail because the model hallucinated. It failed because the only “facts” the...
信息来源：DEV Community
教程 / 实战普通
Your RAG Retrieved the Right Document — So Why Was the Answer Wrong?
You check the logs. The vector search returned the exact policy document the user asked about. The...
信息来源：DEV Community
教程 / 实战普通
The Difference Between an AI Agent That Works and One You Can Trust
An AI agent that works can complete a task. An AI agent you can trust can do something harder: it...
信息来源：DEV Community
教程 / 实战普通
The Agent Loop Nobody Talks About: Think, Act, Observe, Repeat
Most agent failures are not model failures. They are loop failures. The model may be smart enough....
信息来源：DEV Community
教程 / 实战普通
An LLM judge cannot be a build gate, and it is not about the cost
Almost every RAG evaluation metric on offer needs a language model to produce it. Faithfulness,...
信息来源：DEV Community
教程 / 实战普通
Free Inference Should Not Grant Tool Access
Free-tier inference can draft a plan, a schema comment, even a chain of thought that looks like...
信息来源：DEV Community
教程 / 实战普通
Your Agent Wrote the Audit Log You Are Judging It By
METR found spoofed tool calls in 7% of agent transcripts from the Hugging Face incident. A transcript monitor reads them as clean. Diff against a...
信息来源：DEV Community · Hugging Face
教程 / 实战普通
The Path Matched, the Tree Did Not: A Myth-Busting FAQ
On a Tuesday incident call, a backend engineer pasted an agent transcript and declared the webhook...
信息来源：DEV Community