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

C
CXSECURITY Database RSS Feed - CXSecurity.com
P
Privacy International News Feed
V
Vulnerabilities – Threatpost
The Last Watchdog
The Last Watchdog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
O
OpenAI News
T
Threat Research - Cisco Blogs
WordPress大学
WordPress大学
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
P
Palo Alto Networks Blog
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
H
Help Net Security
P
Proofpoint News Feed
MyScale Blog
MyScale Blog
Security Archives - TechRepublic
Security Archives - TechRepublic
T
The Blog of Author Tim Ferriss
H
Hackread – Cybersecurity News, Data Breaches, AI and More
S
Securelist
Vercel News
Vercel News
S
Security Affairs
D
Darknet – Hacking Tools, Hacker News & Cyber Security
B
Blog RSS Feed
云风的 BLOG
云风的 BLOG
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
Blog — PlanetScale
Blog — PlanetScale
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
Last Week in AI
Last Week in AI
博客园_首页
Attack and Defense Labs
Attack and Defense Labs
G
Google Developers Blog
T
Tor Project blog
Project Zero
Project Zero
腾讯CDC
Schneier on Security
Schneier on Security
月光博客
月光博客
N
Netflix TechBlog - Medium
AWS News Blog
AWS News Blog
L
LINUX DO - 最新话题
P
Proofpoint News Feed
博客园 - 司徒正美
A
About on SuperTechFans
Latest news
Latest news
Scott Helme
Scott Helme
Hacker News: Ask HN
Hacker News: Ask HN
T
Threatpost
Hacker News - Newest:
Hacker News - Newest: "LLM"
C
CERT Recently Published Vulnerability Notes
Google DeepMind News
Google DeepMind News
博客园 - 聂微东

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
Quick Win Card #01 — Ton backlog.md t'a menti (la cure en 30 secondes)
Michel Faure · 2026-05-25 · via DEV Community

Quick Win Card #01 strip — Michel lit « 4 drafts pending » dans backlog.md, rédige un plan de relance, Niran derrière l'épaule lève un sourcil (« Sûr qu'ils sont encore en draft ? »), curl retourne published_at: 2026-05-19 sur le terminal.

L'accroche

Ce matin, j'ai ouvert mon propre fichier d'état avec une confiance totale. Il me disait que quatre articles DEV.to restaient à pousser comme drafts. Ils étaient en ligne depuis trois jours. L'article que tu lis a failli parler de la course après un backlog qui n'existait plus.

Ce qui a cassé

articles/backlog.md est un résumé édité à la main de scripts/devto/state.json (la source autoritaire, auto-écrite par mon script push.ts après chaque appel API). Il y a trois jours, j'ai poussé quatre drafts dans le pipeline. state.json s'est mis à jour proprement. backlog.md ne s'est jamais resynchronisé. Un script sync-backlog.ts existe précisément pour faire le pont — j'ai oublié de le lancer.

J'ai donc lu le résumé au lieu de la source. Cinq minutes de plan confiant. Puis Niran, derrière mon épaule, a posé la seule question matérielle qui comptait : « Sûr qu'ils sont encore en draft ? ». Soixante secondes de curl https://dev.to/api/articles/<id> plus tard, la vérité était à l'écran : published_at: 2026-05-19T07:56:11Z × 4.

Le coût réel de ce genre de dérive n'est pas les vingt minutes de mauvais diagnostic. C'est la confiance qu'on perd dans ses propres outils. Quand ton fichier d'état te ment une fois, tu passes les semaines suivantes à le re-vérifier mentalement à chaque consultation — un impôt cognitif silencieux qui dure bien plus longtemps que l'incident lui-même.

La leçon tient en une phrase. Tout fichier d'état édité à la main dérive dès que la source tique. Faire confiance à la source, jamais à son résumé.

Le snippet à 30 secondes

À coller dans le shell avant tout diagnostic d'état sur un projet qui a un fichier d'état machine-écrit. Chaque ligne remplace une croyance par un fait observable. Ajuster les chemins une seule fois, garder pour toujours :

# Filesystem-over-summary check (R2 du Counterpart Toolkit).
git log --since='7d' --oneline | head -20                                  # ce qui s'est vraiment passé
jq '[.[] | select(.published==false)] | length' scripts/devto/state.json   # combien de drafts restent
jq '.[] | select(.published==false) | .url' scripts/devto/state.json       # lesquels exactement

Le length sert de sanity-check avant que tu déroules la liste : si le chiffre te surprend, ne tente même pas le diagnostic, fais d'abord la resync. Trois commandes, vingt-sept secondes au chronomètre. Attrape la dérive avant que tu passes vingt minutes à agir sur un backlog fantôme.

ROI

Un mauvais diagnostic d'état me coûte environ trente minutes de travail mal orienté, plus l'embarras d'être corrigé par Niran derrière mon épaule. Ce snippet a attrapé la dérive deux fois en deux semaines, mais le vrai gain n'est pas dans les heures économisées — il est dans la confiance reconstruite envers mes propres fichiers d'état. Un agent-pilote qui ne fait plus confiance à son tableau de bord avance moins vite ; il avance plus juste.

À appliquer maintenant

Ouvre un terminal, copie les trois lignes ci-dessus, remplace scripts/devto/state.json par le fichier d'état auto-généré de ton projet — lockfiles, *.cache, build manifests, tout manifeste machine-écrit fait l'affaire. Sauvegarde comme bin/status-real ou alias shell. La prochaine fois que tu seras tenté de « juste vérifier le résumé », lance l'alias à la place.

Ton quick win tient en cinq minutes.


Quick Win Card series, épisode 01. Counterpart Toolkit v0.7, règle R2 — *Filesystem over summary. Repo doctrine : github.com/michelfaure/doctrine-counterpart.*