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

GbyAI
GbyAI
V
Visual Studio Blog
美团技术团队
L
LINUX DO - 最新话题
Last Week in AI
Last Week in AI
雷峰网
雷峰网
博客园_首页
腾讯CDC
博客园 - Franky
大猫的无限游戏
大猫的无限游戏
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
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
人人都是产品经理
人人都是产品经理
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
J
Java Code Geeks
W
WeLiveSecurity
Apple Machine Learning Research
Apple Machine Learning Research
Spread Privacy
Spread Privacy
博客园 - 聂微东
量子位
Recent Announcements
Recent Announcements
S
Schneier on Security
O
OpenAI News
PCI Perspectives
PCI Perspectives
H
Heimdal Security Blog
T
Tailwind CSS Blog
S
Security Affairs
Y
Y Combinator Blog
P
Privacy International News Feed
Hacker News: Ask HN
Hacker News: Ask HN
Stack Overflow Blog
Stack Overflow Blog
Application and Cybersecurity Blog
Application and Cybersecurity Blog
U
Unit 42
Webroot Blog
Webroot Blog
Vercel News
Vercel News
Simon Willison's Weblog
Simon Willison's Weblog
B
Blog RSS Feed
S
Secure Thoughts
Microsoft Azure Blog
Microsoft Azure Blog
N
Netflix TechBlog - Medium
V
V2EX
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
D
DataBreaches.Net
月光博客
月光博客
博客园 - 三生石上(FineUI控件)
L
LangChain Blog
S
Security @ Cisco Blogs
The Hacker News
The Hacker News
The GitHub Blog
The GitHub Blog
C
CERT Recently Published Vulnerability Notes

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
Green CI proves nothing failed. Here's a deterministic check that proves nothing regressed.
Mikheil Galoian · 2026-06-19 · via DEV Community

Mikheil Galoian

Your CI is green. The PR merges. Prod breaks anyway.

A passing test suite proves exactly one thing: no test that exists, failed. It
does not prove that nothing regressed. The two are different, and the gap is
where real incidents live — especially now that AI agents open PRs faster than
anyone can review them, and "that test is just flaky" has become a reflex.

When something that worked before breaks after a green merge, there is usually no
machine-checkable record of what regressed or why the merge was allowed.
Someone reconstructs it by hand, after the incident.

The idea: gate on introduced failures, deterministically

AVERA is a small, local, deterministic
gate. It compares a baseline test run (known-good, e.g. main) against the
current one (the PR), and flags only the failures that are newly introduced
— a test that passed before and fails now. That's the difference between "a
test is red" and "this change broke something."

avera check --baseline main.xml --current pr.xml
# Verdict:  confirmed_regression
# Introduced failures (1): pkg.tests.test_thing
# Gate [general.v1]: block        (exit 1 — fails the CI step)

Input is plain JUnit/xUnit XML (pytest, jest, go test, JUnit…), so it drops into
existing CI with no toolchain change. No LLM is involved in the decision; nothing
leaves your machine.

Don't trust me — reproduce it

Claims about determinism are cheap. So there's a public blind-replay benchmark:
take a real reverted commit from an open-source project, give AVERA only the
before/after test results — no hint where the bug is — and see if it catches it.

The seed case is commit f0831e7 in pytoolz/toolz
(later reverted in PR #551). One command:

git clone https://github.com/tc7kxsszs5-cloud/avera && cd avera
pip install -e .
./benchmark/reproduce.sh
# PASS  toolz-f0831e7  -> confirmed_regression / block

Given only the result diff, AVERA independently identifies the introduced failure
(test_isiterable, pass→fail), rules confirmed_regression, and blocks under
every domain policy. You can run it yourself — that is the credibility mechanism.

What makes the verdict trustworthy

  • A proven-total decision table. "Is this a regression?" is a deterministic function over a small set of predicates, enumerated over its entire input space in tests — not an accreting pile of ifs where edge cases hide.
  • Fail-closed. An unknown or malformed status is treated as a failure, never silently passed. A gate must never green-light on ambiguous evidence.
  • A tamper-evident trail. Behind the verdict: a content-addressed evidence manifest, a hash-chained audit log, and a sign-off bound to that manifest. Same inputs → same verdict → same integrity hash, on any machine.

(That trail is why AVERA also ships domain policies for ISO 26262, DO-178C, IEC
62304, EN 50128, and NASA NPR 7150.2 — but the everyday wedge is plain CI.)

What it deliberately does not do

Stated plainly, because overclaiming is the failure mode here:

  • It does not catch a regression that no test exercises — that needs fault-injection / mutation analysis, not the gate. (Same blind spot as your own suite.)
  • It does not adjudicate flaky vs real — that stays a human call.
  • It does not decide your release. It produces auditable evidence; a human signs off. No model in the decision path.

Try it / break it

git clone https://github.com/tc7kxsszs5-cloud/avera && cd avera
pip install -e .
avera check --baseline your-main.xml --current your-pr.xml

The most useful thing you can send back is a case where it misses a real
regression — that's a finding, and the benchmark is built to grow on exactly those.

Repo + benchmark: https://github.com/tc7kxsszs5-cloud/avera