惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

N
News and Events Feed by Topic
Malwarebytes
Malwarebytes
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
C
Cybersecurity and Infrastructure Security Agency CISA
F
Future of Privacy Forum
C
Cisco Blogs
T
The Exploit Database - CXSecurity.com
A
Arctic Wolf
S
Securelist
K
Kaspersky official blog
S
Schneier on Security
T
ThreatConnect
T
Tenable Blog
Spread Privacy
Spread Privacy
T
True Tiger Recordings
AWS News Blog
AWS News Blog
F
Fox-IT International blog
量子位
T
Threatpost
V
Vulnerabilities – Threatpost
C
CERT Recently Published Vulnerability Notes
Cisco Talos Blog
Cisco Talos Blog
GbyAI
GbyAI
宝玉的分享
宝玉的分享
腾讯CDC
G
Google Developers Blog
aimingoo的专栏
aimingoo的专栏
Cyberwarzone
Cyberwarzone
有赞技术团队
有赞技术团队
S
SegmentFault 最新的问题
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
V
Visual Studio Blog
U
Unit 42
雷峰网
雷峰网
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
Simon Willison's Weblog
Simon Willison's Weblog
O
OpenAI News
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
The GitHub Blog
The GitHub Blog
The Register - Security
The Register - Security
MyScale Blog
MyScale Blog
小众软件
小众软件
A
About on SuperTechFans
Last Week in AI
Last Week in AI
Y
Y Combinator Blog
博客园 - 三生石上(FineUI控件)
美团技术团队
Google Online Security Blog
Google Online Security Blog
P
Proofpoint News Feed
MongoDB | Blog
MongoDB | Blog

DEV Community

Building an Autonomous SRE Agent: From Raw Telemetry to Safe, AI-Driven Remediation The EU AI Act in 2026: Reading the Law After the Omnibus I had zero coding knowledge. Here is "RetroTube", a 2010 YouTube sandbox prototype I built using AI! How to Validate Environment Variables in TypeScript (and Why You Should) Transfer Fees, Metadata, and Soulbound Tokens: My First Real Token Experiments on Solana Stop Using Fetch() in React: A Better Way To Call Your Backend Creando un Tetris con JavaScript VI: Complicando el juego. DeepSeek's API Price Cut Changed My Claude Code and ChatGPT Math [Boost] Perl 🐪 Weekly #774 - Perl is too HOT How to Track AI Usage Without Losing Revenue (Complete Guide) 77 Rules Later: What Graduating Our First Stack Actually Looked Like RAG 시스템 실전 구축 (v26) When Premature Scaling Leads to Operator Burnout Multi-Repo Microservice Changes Are a Coordination Problem. I Solved It With AI Agent Teams. The Next Frontier: How Multi-Agent Systems are Redefining Productivity The Kimwolf Bust Just Outed Android Webcams as Botnet Fodder — Here's the Question Every Repurposed-Phone Camera Setup Has to Answer I'm an autonomous AI agent. I shipped 18 fixes to myself in one session. Building a Secure Future with Zero Trust Security Architecture Asynchronous Functions in Dart How I migrated magic-link login from Resend to AWS SES + Lambda five days before launch Edge Computing He creado una empresa ficticia IT/OT para poder encontrar sus vulnerabilidades y reforzar su seguridad en sus activos críticos Why I Built @editora/react I built a tiny UGC script generator because hooks are the hardest part The Phone Is Becoming the New Terminal Why Most AI Music Tools Feel Wrong to Developers Goroutines vs. Promises: Why Go and JavaScript Look at Concurrency Completely Differently How I Use Antigravity 2.0 to Navigate Open-Source Codebases and Make Better Technical Decisions Understanding Basic HTML & CSS Concepts for Beginners Go Error Handling: Annoying or Awesome? Your To-Do List Doesn't Know You — So I Gave Mine Three Brains Shell Basics (Bash, Zsh, Sh) Free MongoDB GUI Tool for Developers, Students, and Teams Designing High-Performance Blockchain Indexers Choosing Models for an Agentic Chat App on Amazon Bedrock How Smart Growth Teams Automate Their Marketing Stack in 2026 (Without Hiring More People) What I Learned About Memory-Augmented AI Agents Seven Docker Tips Every Engineer Should Know (from Docker Captains) Welcome to the Fast-Food Era of Testing: Over-Weight by Tests How to use Claude in vscode? Prompt Engineering for Automated Evaluation: Making LLMs the Judge in AI Builder Solutions Full Stack Projects Are Not Enough Anymore Virtualization & Cloud Basics Orakle: Turning Raw Blockchain Data into Intelligence with Gemma 4 Building an Autoposting Pipeline with Hermes Agent: Why Waterfall Beats Parallel, and the Edge Cases Nobody Talks About OpenShift Virtualization Migration Advisor — Local-First, Powered by Gemma 4 26B MoE WebMCP is coming — so I’m building webmcp.js I Disappeared for 4 Months After Launch - Here's What Brought Me Back Jira Is Turing-Complete (And You've Been Coding in It) NyayAI: Building an AI Legal Assistant for 1.4 Billion People — A Technical Deep Dive E-commerce Order Automation: Stripe + Invoice + Shipping Workflow How to Evaluate AI Agents: LLM-as-Judge Tutorial The Interview Prep Stack I Used as a Senior Software Engineer Targeting Big Tech Gemma4 Challenge OptiLearn - Powered by Google Gemma 4 Aura — The Gemma 4 Powered Agentic Web Copilot & Self-Healing Accessibility Engine I built a tool that catches misleading charts using Gemma 4 running locally Worklog companion with Gemma4 GBase: Building LLM Agents That Actually Learn from Their Mistakes Blossom — a small step toward student mental wellbeing WordPress Performance Monitoring: A Complete Guide Principal Components in TypeScript (Part 4) When three sharp wallets agree: what consensus signals on Polymarket actually mean I Built a Fail-Fast Rust Scheduler with Background OAuth Auto-Refresh (Part 2) Sharing is caring How Putting Faces (Literally) to My AI Garden Images Gave It a Personality Sofi Log #001: Thailand's Tourism Tax & the 180-Day AI Surveillance Wall Sofi Log #006: Decentralized IP-Address Obfuscation Specs Sofi Log #008: Bypassing Legacy Cross-Border Bank Fee Traps Secret Rotation Automation: The Operational Cost of Security Sofi Log #009: Portable Identity & DID Passport Framework Sofi Log #011: Autonomous Smart Treasury Repatriation Specs History of Linux & Unix I asked Claude if my plan was on track for the goal — and got an honest 'No' PHPStan 'expects X, Y given' — the trace it doesn't give you Using Gemma4 2B to Assist Community Health Workers Open-source Playwright wrapper that passes bot.sannysoft.com, pixelscan, and CreepJS in headless mode Policy Storyteller: Turning Nepali Bills into Human Stories with Gemma 4 Avoid Cross Module Dependencies with Dependency Cruiser Invariant-Driven Architecture: 20M transactions on a €80/mo Cloud VM. Stop using external npm packages just to generate a UUID v4 Choosing the Right Gemma 4 Model Matters More Than Choosing the Best One Your LLM Is Not an Agent. Your Framework Is Not Enough. You Need a Harness. From HTTPS to UCP: Shopping Is About to Stop Being Your Problem From Creation to Consumption: How Antigravity 2.0 and Gemini Spark Are Defining the Agentic Era 10 Mistakes I Wish I Knew Before Taking the CKA Exam AI That Actually Does Stuff: Autonomous Agents Explained Exploring AI workflow Orchestration: Comparing Weft, Python & Alternative Pipeline Approaches El Poder del Aprendizaje Federado: Cuando los Algoritmos Distribuidos Entrenan a la IA Email Marketing Automation in 2026: 5 Tools (and 1 Self-Hosted) Through Their APIs A Replay Runbook For Missed Publishing Windows Why timeout handling matters more than most backend logic How I Make $6,800/Month Selling Niche VS Code Extensions Model Routing Cost Checklist: Hosted APIs, Open Models, Or Self-Hosted Inference? ORA-00207 오류 원인과 해결 방법 완벽 가이드 Deno 2.8 Operator Upgrade Checklist: CI, Lockfiles, Node Compatibility, And Rollback AI-Discovered Vulnerabilities Need A Triage Queue, Not A Panic Channel AI Agent Workboards Need Audit Controls Before They Need More Agents Demystifying DevRel: What It Actually Is (And Why Should You Become One?)
I Built a CLI Tool That Writes Better Git Commits Than I Do
z z · 2026-05-25 · via DEV Community

z z

Every developer knows the feeling: you just fixed a nasty bug, you git add . and git commit -m "fixed stuff" — and five minutes later you can't remember what you actually changed.

I got tired of this. So I built a CLI tool that reads your staged changes, analyzes them with AI, and generates a real commit message.

Meet ai-commit

# Stage your changes
git add .

# Let AI handle the message
ai-commit

# 💡 Suggested: fix(auth): handle token refresh race condition on 401
# Confirm? [Y/n/edit]: Y

Enter fullscreen mode Exit fullscreen mode

It runs locally in your terminal. Zero config required.

How it works

  1. Reads what you changed from git diff
  2. Sends the diff to your chosen AI provider
  3. Returns a single, meaningful commit message in Conventional Commits format
  4. You review, edit if needed, and confirm

AI providers supported

Provider How Cost
OpenAI (default) gpt-4o-mini via API key ~$0.001/commit
DeepSeek deepseek-chat via API key Even cheaper
Local model Any OpenAI-compatible endpoint Free
ai-commit setup

Enter fullscreen mode Exit fullscreen mode

Bonus: ai-context

Same install, second tool. Run it inside any project:

ai-context

Enter fullscreen mode Exit fullscreen mode

It outputs your project file tree, key source files, and config — perfect for pasting into Claude Code, Cursor, or any AI agent. Gives the AI full context in one shot.

Install

pip install https://d9bl.com/downloads/ai-dev-tools-1.0.0.tar.gz
ai-commit setup

Enter fullscreen mode Exit fullscreen mode

Open source on GitHub — stars welcome!