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

V
Visual Studio Blog
The Last Watchdog
The Last Watchdog
Cisco Talos Blog
Cisco Talos Blog
A
Arctic Wolf
WordPress大学
WordPress大学
The Hacker News
The Hacker News
C
Cybersecurity and Infrastructure Security Agency CISA
H
Help Net Security
GbyAI
GbyAI
V
V2EX
Security Latest
Security Latest
Cyberwarzone
Cyberwarzone
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
P
Privacy International News Feed
I
InfoQ
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
T
Tor Project blog
P
Privacy & Cybersecurity Law Blog
C
Cisco Blogs
月光博客
月光博客
B
Blog
T
Threat Research - Cisco Blogs
I
Intezer
Recent Announcements
Recent Announcements
Latest news
Latest news
S
Schneier on Security
美团技术团队
量子位
H
Hacker News: Front Page
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
Webroot Blog
Webroot Blog
N
News | PayPal Newsroom
Martin Fowler
Martin Fowler
博客园 - 三生石上(FineUI控件)
雷峰网
雷峰网
爱范儿
爱范儿
T
Tailwind CSS Blog
Apple Machine Learning Research
Apple Machine Learning Research
博客园 - 聂微东
Cloudbric
Cloudbric
MyScale Blog
MyScale Blog
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
Microsoft Security Blog
Microsoft Security Blog
人人都是产品经理
人人都是产品经理
S
Securelist
Hacker News: Ask HN
Hacker News: Ask HN
Y
Y Combinator Blog
Attack and Defense Labs
Attack and Defense Labs
TaoSecurity Blog
TaoSecurity Blog

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
Great Little Software: Crit - Your Feedback Loop with the Agent
Valeria · 2026-06-24 · via DEV Community

I want it to be lean - it should work with YOU. It works with your IDE, it works with your issue tracker, it doesn't try to change how you work, it just makes it easy to provide feedback and iterate on the output.
-- Tomasz Tomczyk

Just some years ago we, software developers, were fighting holywars on React vs. Vue vs. Angular, JavaScript vs TypeScript, Chrome vs Firefox and countless others. I can't say the battles have died out, but nothing, in my opinion, compares to the epic confrontation of AI vs no-AI camps.

On one side of the fence we have people who claim to be the evolution, intentionally atrophying their ability to produce code by hand and using their AI provider bills as a measuring stick. On the other, we have people who deny AI advancements and brand anyone using LLMs a heretic. This article is for neither. It is for the folks in between, who, just like me, are trying to find a footing in the new reality.

And I think Tomasz Tomczyk, creator of Crit, has a good amount of insight to share on the matter.

LGTM = TLDR

"I use AI to generate plans a lot - and reviewing those in the terminal was painful," shared Tomasz. "It's hard leaving granular comments (e.g. 'for X workflow, change A & B...') - it would take a lot of scrolling up and down, copy pasting, writing comments. Accidentally hitting enter would send it before I was actually finished. Speaking to peers, they had similar experiences - and often resolve to approving plans without reading them thoroughly and seeing subpar results."

Indeed, AI generates a lot of code and fast, definitely a lot faster than a human can read, let alone understand.
I too often resorted to blind vibecoding (and then throwing the whole project away) just because reviewing that amount of slop was too much work. And yet writing code entirely by hand felt like refusing to accept autocomplete and linters and going back to the embarrassing early days when I thought that real developers should only use Notepad.

Instead of jumping between two extremes, Tomasz seem to have been determined to find the middle ground. On February 16, 2026, he pushed this commit:

Single-binary Go CLI for reviewing markdown files with inline comments.
Browser-based UI with GitHub PR-style commenting, syntax highlighting,
mermaid diagram support, dark/light themes, and real-time .review.md output.

crit.md code review interface showing notification-plan.md with a design decisions table. The table compares options for Queue (Redis Streams chosen over SQS, RabbitMQ), Delivery guarantee, Template engine, and Storage. User @Tomasz comments 'Just use SQS - we're in AWS' on line 20. Sidebar shows document contents including Notification Service, Design Decisions, Database Schema, API, and Worker Design sections

And that was the beginning of Crit, though for a few hours it has been called "PlanReviewer".

"Vibecoded" go-to tool

Crit quickly became a go-to tool for Tomasz himself, his friends and colleagues, and started to spread. At the moment of writing this article, Crit repository has almost 500 stars on GitHub, just four months after its conception.

It's worth noting that Tomasz, while having over two decades of engineering experience under the belt, in his daily work wields Elixir, not Go. In the interview he gave to the "Cup o' Go" podcast hosts he honestly said that he went with Go because that's what the coding agent recommended for CLI. He didn't know Go at all. Yes, his tool was so good, that he got invited to talk about it on a podcast dedicated to Go developers regardless.

So what's the secret?

In its creator's own words: "Once this workflow became my day to day driver, I wanted to mimic it for other parts of my job: reviewing code, reviewing running site. Turns out it's a very transferable UX/DX, commenting on plans, code diffs, dev site. Point and click, leave a comment, iterate. It became fun again and allowed me to improve what the output looked like without making me hate the process."

crit.md preview interface showing preview.html with a feature comparison table and '03 Lifecycle of an invite' diagram. The table lists org admin capabilities like 'Remove a member' with YES/NO checkboxes across two columns. Below, a five-stage invite lifecycle flow shows: Issued → Delivered → Waiting → Accepted → Expired. Right sidebar displays 1 open comment from @Tomasz Tomczyk: 'make org settings its own line.' Browser toolbar shows Mobile/Tablet/Desktop/Fit view options.

From my point of view, Crit was able to offer developers something very valuable: the way to go back to the flow - a magical state of ultra productivity and creative joy that has been fractured for many ever since the advent of AI agents.

AI != Easy

Writing code has never been easier, but agents can get you only this far. To quote Tomasz: "AI-driven development gets you 80% of the way very quickly and it looks impressive, but that last 20% is extremely crucial for good UX." It's one thing to spin up a prototype - a refined product requires a lot of iterations with or without AI.

And while Tomasz trusted code generation and stack choices to the agents, product philosophy and vision belonged entirely to the human behind the wheel:

The main thing I'm being pushy on is the DX: I don't want to remember many commands (/crit is a context-aware skill) and I want it to be lean - it should work with YOU. It works with your IDE, it works with your issue tracker, it doesn't try to change how you work, it just makes it easy to provide feedback and iterate on the output.

crit.md diff view of test-plan-copy.md showing API security change: replacing 'No authentication required on the internal network' with 'Requires X-Internal-Token header; requests without it are rejected with 401.' JSON payload example for POST /notifications/send endpoint visible below.

Crit supports pretty much any agent you can think of and for the outliers, like myself, it has an easy step-by-step tutorial to how to port it to anything else.

The Future

When I asked Tomasz about what he would like to achieve with the project, he said that even if the project stays as it is - he wouldn't mind it because the fact that his creation is used daily and loved is already a huge success. Of course, it doesn't mean that he can't dream big!

Looking back, Tomasz says that he'd consider more elaborate frameworks if he'd do it all over again: "What started as a simple app for reviewing just plans now functions in 4 different review modes and with a multiplayer option on the web. My agents are still telling me it's fine though!"

And they are absolutely right! But even they can't tell what the future holds. Tomasz dreams of Crit becoming the GitHub of plans: a place where teams are sharing, reviewing and iterating on product requirement documents, architecture decision records, specifications and so on.

"For the local app," he adds, "I'd be interested in exploring a world where it's more of a kanban style work orchestrator, kinda like https://www.conductor.build/, but it'd be a huge scope increase so not sure about it!"

I admire Tomasz's ability to keep himself grounded in reality and to not accept the status quo.
Give Crit a try, see if it fits into your workflow.
It's a great little software.