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

Spread Privacy
Spread Privacy
T
Threatpost
L
LINUX DO - 热门话题
Google Online Security Blog
Google Online Security Blog
I
InfoQ
大猫的无限游戏
大猫的无限游戏
博客园_首页
爱范儿
爱范儿
有赞技术团队
有赞技术团队
V
Visual Studio Blog
D
Darknet – Hacking Tools, Hacker News & Cyber Security
酷 壳 – CoolShell
酷 壳 – CoolShell
P
Privacy International News Feed
C
Cyber Attacks, Cyber Crime and Cyber Security
Jina AI
Jina AI
博客园 - 聂微东
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
C
CERT Recently Published Vulnerability Notes
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
aimingoo的专栏
aimingoo的专栏
P
Proofpoint News Feed
K
Kaspersky official blog
L
LangChain Blog
G
GRAHAM CLULEY
B
Blog RSS Feed
G
Google Developers Blog
Google DeepMind News
Google DeepMind News
The Cloudflare Blog
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
A
About on SuperTechFans
阮一峰的网络日志
阮一峰的网络日志
Last Week in AI
Last Week in AI
T
Tailwind CSS Blog
Cyberwarzone
Cyberwarzone
C
Cybersecurity and Infrastructure Security Agency CISA
P
Proofpoint News Feed
Help Net Security
Help Net Security
S
Security @ Cisco Blogs
Cloudbric
Cloudbric
雷峰网
雷峰网
C
Check Point Blog
MongoDB | Blog
MongoDB | Blog
NISL@THU
NISL@THU
L
Lohrmann on Cybersecurity
Vercel News
Vercel News
T
Tor Project blog
T
The Exploit Database - CXSecurity.com
T
Troy Hunt's Blog
W
WeLiveSecurity
T
Threat Research - Cisco Blogs

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
git bisect: Find the Commit That Broke Everything
Sysemperor · 2026-05-26 · via DEV Community

There is a particular kind of dread that comes with opening a bug report, running git log, and seeing 300 commits between "this worked" and "this doesn't." Most people start at HEAD and work backwards one commit at a time. There is a much better way.

git bisect does a binary search through your commit history. You tell it one commit where things were good and one where they are bad. It checks out the midpoint. You test and say good or bad. It halves the search space and repeats. It finds the culprit in at most eight steps regardless of whether you have 50 commits or 5,000.


How it works

You mark a known-good commit and a known-bad commit. Git checks out the midpoint. You test and tell Git whether that commit is good or bad. Git halves the search space and repeats. After a handful of rounds, it pinpoints the first bad commit.


Start a bisect session

git bisect start
git bisect bad                     # current commit is bad
git bisect good v1.4.0             # this tag (or hash) was working

Git checks out a commit halfway between the two. Test the code — does the bug exist?

git bisect good    # bug is NOT present in this commit
git bisect bad     # bug IS present in this commit

Repeat until Git announces the culprit:

b2c3d4e5 is the first bad commit
commit b2c3d4e5
Author: ...
Date:   ...

    feat: add pagination to user list


End the session

git bisect reset

This returns you to the branch you started from. Always run this when you are done — leaving a bisect session open causes confusing behaviour with other Git commands.


Automate with a test script

If you have a script that exits 0 when the code is good and non-zero when it is bad, you can automate the entire process:

git bisect start
git bisect bad HEAD
git bisect good v1.4.0
git bisect run ./scripts/test-feature.sh

Git runs the script at each step and marks the result automatically. The session finishes without any input from you, often in under a minute.

The script needs to be reliable — flaky tests will mislead the binary search. It also needs to be compatible with the range of commits being tested, which is sometimes a problem if the test itself depends on a file that did not exist in older commits.


Find when a file changed significantly

If you know which file is involved but not which commit touched it:

git log --oneline path/to/file.js

This narrows the suspect list. If the list is short enough, reviewing the diffs directly is faster than a bisect. For a long list, start bisect with the earliest commit that touches that file as the known-good point.


When bisect is hard to use

The bug is not reproducible with a simple script. Manual bisect still works — you just test by hand at each step. Even manually, binary search on 100 commits takes at most 7 rounds.

The build is broken on many commits. Tell Git to skip commits where you cannot test:

git bisect skip

Git moves to a nearby commit and continues. The final result will be a range of commits rather than a single one if the true culprit is adjacent to a skipped commit.

The bug is a performance regression. Benchmark scripts work fine as the test command — exit 0 if performance is acceptable, exit 1 if not. The threshold needs to be reliable enough that the result does not flip due to system noise.


The result is a starting point, not the full answer

git bisect finds the commit that first exhibited the bug — but the commit that caused it might be earlier. The commit git identifies might be an innocent victim: it calls a function that was broken by an earlier change, or it exercises a code path that already had a latent bug.

Once you have the commit, read the diff:

git show b2c3d4e5

Understand what it changed. Then look at the commits immediately before it if the change itself looks harmless. The bug is usually either in the identified commit or in a nearby one that set up the conditions.


Found this useful? SysEmperor has more Git tutorials and free developer tools at sysemperor.com — including a SQL Table Editor, chmod Calculator, and downloadable AI skills for Claude.