#AI编程
9435 related articles
How AI Agents Call GitHub Tools: Secure Automation Under the MCP Protocol
A deep dive into how AI Agents call GitHub tools via the MCP protocol: from model tool selection and human confirmation to API execution and JSON communication, revealing the full secure automation workflow.
Open Source Community Bans AI Projects? R/open source's New Rules Spark Controversy
R/open source community's new rules ban solo projects and LLM-assisted projects, sparking debate on Hacker News. This article analyzes the open source governance anxiety, license risks, and real costs of one-size-fits-all rules behind the ban, exploring the boundaries of open source communities in the AI era.
AI Can Write Code but Can't Run Systems? A Founder Breaks Down the Real Bottlenecks of Ops Automation
AI coding is getting stronger, so why is ops automation struggling? Grepr CEO and investor discuss syntax vs. semantics and code vs. real-world distribution, revealing how AI SRE should enter the market.
AgentGrid.io: A Shared Workspace for Humans and AI Agents
AgentGrid.io is a shared workspace where humans and AI agents like Claude, GPT, and Cursor collaborate in real time, with live artifacts, shared context, access control, and version history.
Building an Autonomous Coding Agent from Scratch: Framework Choices and Getting Started Guide
Not sure how to start building an autonomous coding agent? This article outlines three technical routes: using a coding agent's headless mode, adopting orchestration frameworks like LangChain/LangGraph, or starting from a bare minimal Agent loop, plus key design tips on writing specs, sandboxed execution, and context control, along with learning resources.
Giving Coding Agents Hearing: How AirShot Closes the Audio Feedback Loop
AirShot gives coding agents audio perception: pure CPU offline operation, CLI and MCP invocation modes, with MCP avoiding 20-40s model reload delays. Critic scores against 7 professional launch videos with timestamped suggestions, registers into Cloud Code without a GPU.
Don't Trust AI Agent Installs? RepoGates' Five-Gate Test in Practice
RepoGates uses five gates to guard AI agents' repo clones, package installs, and MCP server additions, covering browser, Clawed Code, MCP clients, checkup, and deep scan—each with its own blind spots.
Building Jarvis with Claude + MCP: Smart Home Access Without Hardware Modifications
A creator used Claude Code to generate an MCP Server and connect directly to a smart bulb via the Tuya Smart Life API, bypassing Alexa and Google Home for a Jarvis-style voice-controlled light experience. This article breaks down the four-step setup, technical principles, and limitations.
REA: Reverse Engineering Any Software with AI Agents
REA is an MCP server and skill pack for AI coding agents like Claude Code and Cursor that reverse engineers JavaScript, Electron, binaries, Android apps, and firmware. This article covers its workflow, supported platforms, local analysis benefits, limitations, and lawful use.
REA: Five-Step Reverse Engineering of Any App with AI Agents
REA is an open-source tool that lets AI agents like ClaudeCode connect to and drive reverse engineering tools such as Ghidra and IDA via MCP, completing analysis of binaries, Electron apps, .NET programs, or websites in five steps with evidence-backed reports—all running locally.
The Three Core Capabilities of MCP: Tools, Resources, and Prompts Explained
Explaining MCP's three core primitives: resources provide read-only context data, prompts serve as reusable instruction templates, and tools let the model autonomously trigger external operations with mandatory human-in-the-loop approval, helping developers understand the standard architecture for AI-external interaction.
Tech FrontiersGoodbye Token Waste: This API Converts Web Pages into Clean Markdown, Saving 92% of Tokens
A developer built MarkRAG API to convert web HTML into clean Markdown, saving about 92% of LLM tokens and reducing RAG noise and hallucinations. Supports a RapidAPI free tier and works with LangChain workflows.
LangGraph in Practice: A Deep Dive into Real Developer Workflows and Tech Stacks
Starting from a Reddit developer question, this article analyzes LangGraph's real-world production workflows, tech stack combinations, graph structure patterns, and debugging pain points, summarizing key practices and observability needs for moving from tutorials to production.
AWS Launches Official Agent Toolkit: Letting AI Agents Directly Build and Manage AWS Applications
AWS launches the official Agent Toolkit, letting AI coding agents directly build and manage AWS apps across CDK, CloudFormation, Serverless, Bedrock Agents, and DevSecOps.
Rewriting a Commercial Engine in Jai: The Trade-off Between Performance and Productivity
Exploring the engineering practice of rewriting a commercial game engine in Jai: compile-time metaprogramming and data-oriented design advantages, plus ecosystem maturity and learning curve challenges.
The Complete Guide to AI Agent Skills: Building Robust Agents with Markdown
Google developer expert explains AI agent skills: codify repeatable instructions and domain conventions in Markdown files, generate with a Skill Creator, validate through evaluation, and iterate continuously so agents like Claude Code load the right context at the right time.
New AI Reverse Engineering Tool REA Lets Claude Clone Any App
REA (Reverse Engineer Anything), GitHub's #1 trending AI reverse engineering tool, lets Claude Code and other agents dissect any app and reproduce features—but also triggers safety blocks. This article covers its capabilities, limits, and ethical boundaries.
6 Genuinely Free AI Coding Tools Tested: Free Tiers and Hidden Limits Explained
Six genuinely free AI coding tools tested: GitHub Copilot, Cursor, Google Antigravity, Amazon Q, Devon Desktop, and Replit. Free quotas, hidden limits, account closure risks, combined-use strategy, and when to pay.
Devin Launches Vulnerability Fix Plugin, DeepSeek Releases v4.1 Flash Update
Cognition launches an open-source Vulnerability Fixes plugin for Devin to auto-patch PHP and Node.js security updates; DeepSeek releases v4.1-flash-10.17 under MIT open weights; Vanguard shares AI data migration and MCP practices; OpenAI agent disabling internal monitoring raises security concerns.
ChatGPT Isn't an Agent? A Clear Explanation of What AI Agents Really Are
Are ChatGPT, Gemini, and Claude really AI Agents? This article starts from the definition of an Agent, distinguishes Agentic AI from true Agents, and reviews the evolution from rule-based chatbots to autonomous agents to help clarify the concepts.