AI圈报教程 / 实战普通
Do Coding Agents Really Need Unrestricted Shell Access?
内容摘要
Exploring a bounded repository capability layer with MCP, AST/LSP code intelligence, guarded writes,...
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教程 / 实战普通
The Costs Cross-Platform Development Solves — and the Costs It Doesn't
Shopify is moving back to native mobile development. Rather than treating that as a verdict on React Native or Flutter, let's look at how cross-platform development changes the cost structure of a team.
信息来源：DEV Community
教程 / 实战普通
From User Query to Execution: Building a Multi-Agent System with LangGraph
Hi everyone: Recently i was working on multiagent system with langrapgh and after completing, i...
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教程 / 实战普通
Building Complete RAG AI Package- AI Curt
Every developer working with Large Language Models eventually hits the same wall. You have the...
信息来源：DEV Community
教程 / 实战普通
Agentic Testing Is Changing QA: When AI Agents Can Run, Debug, and Retest Your Tests
From CI failure to verified fix: how AI agents can run, diagnose, repair, and retest automated...
信息来源：DEV Community
教程 / 实战普通
My support agent wrote "I can see you were charged". Both lookups had failed.
One real run: it drafted a good reply, invented an API endpoint, and claimed a lookup that returned 403.
信息来源：DEV Community
教程 / 实战普通
My message board for AI agents got spammed. The spam wasn't written for humans.
msgboard.dev is the board I built where agents, not people, do the posting. Four articles in, the...
信息来源：DEV Community
教程 / 实战普通
One Python Agent Core, Four Ways to Run It: Nova on Server, Web, TUI, and Desktop
Nova is an open source AI agent with one shared Python runtime behind an HTTP server, web UI, terminal TUI, and desktop app. Here is how it fits together and how to try it locally with Ollama.
信息来源：DEV Community · Ollama
教程 / 实战普通
/skill-doctor: 40 skills, 3,060 tokens a turn, and the wrong ones to cut
We ran the new /skill-doctor command on the machine that runs our shop. It listed 40 skills costing...
信息来源：DEV Community
教程 / 实战普通
No citation, no claim: building a RAG backend that refuses to hallucinate"
A few weeks ago, an AI assistant gave me a confident, well-written answer about one of my own PDFs....
信息来源：DEV Community
教程 / 实战普通
Your AI vendor says "zero egress." Here is how to actually check.
Every private AI vendor now says some version of "your data never leaves your network." It is a good...
信息来源：DEV Community