#code-review

The AI Productivity Paradox: Are AI Tools Saving Time or Just Wrecking Your Code Review?

If you talk to software engineers today, you’ll hear something strange. On paper, everyone is coding faster than ever. Tools like GitHub…

Test-Driven Development Eğitim Serisi — Bölüm 31 — Code Review Kültürü

Faz 7: Sosyoloji, Süreç ve Olgunluk

Automated GitHub Code Reviews Using Google Gemini

A fast, customisable replacement for Google’s sunset Gemini CLI to automate code reviews and issue triaging in GitHub with GitHub Actions

Web Frameworks: Code Review | TryHackMe Walkthrough (A Beginner’s Guide )

“Read web app source like an attacker: trace user input to dangerous sinks, triage with Semgrep.”

Coding Agents Are Stochastic — So Increase Reliability by Designing Protocol

TL;DR:

How to Use AI to Code Faster Without Creating Review Debt

A practical guide to moving faster with coding agents while still owning the plan, the diff, the tests, and the PR.

I Built Taplid After AI Code Reviews Became Too Confident to Trust Blindly

Hi, I’m Tony, the builder of Taplid.

Most Developers Confuse Experience With Repetition

Before we start

The AI Code Reviewer That Actually Remembers:Divya Drishti 👁️✨

Picture this. It is Friday afternoon and a junior developer opens a massive Pull Request touching your core database schemas. You stare at…

Flip the Loop: Write the Code Yourself, Let the Agent Review It

The entire industry has settled on one workflow without ever really debating it. The agent writes, the human inspects. You type a prompt, a…

Scanning AI-Generated Code for Vulnerabilities: A Pre-Commit Security Pipeline.

Your AI assistant writes fast. It doesn’t write safe. Those are not the same thing.

Code Judo in Code Review

Code Judo is a metaphor borrowed from the martial art — in Judo, you use your opponent’s weight and momentum against them, minimal effort…

I Stopped Reading Code Review for Correctness. Now I Hunt for Something Else.

What changed when I stopped reading code for correctness and started reading it for whoever has to change it next.

You Don’t Need XState for Simple State Machines. TypeScript’s Type System is Enough

Here is a bug that ships in production constantly and almost never gets caught in code review.

What Is Code Intelligence? Complete Guide for CTOs, CEOs & Investors

Introduction

กฎแซนด์วิช AI (AI Sandwich Rule): คู่มือตรวจรับโค้ดอย่างไรไม่ให้ระบบของคุณลุกพรึบ

Gitar Is Changing Software Development with Review

The shift from manual to agentic review automation and how to ship faster with higher quality

How I Stopped Dreading Code Review (Without Paying $25 a PR)

Code review eats most of my day. I’d bet a lot of engineers are in the same boat right now — the PR queue grows faster than I can clear it…

Building an agentic PR reviewer with Antigravity SDK

In this post I show how to build an automated “first-pass” pull request reviewer with Google Antigravity SDK.

Specimen 015: Multi-Timeframe RSI Momentum Follower (Design Fraud via Missing D1 Reference and…

🩺 Semura Lab Clinical Chart — Specimen 015

AI Writes the Code. Nobody Knows Why the File Was Touched. This Is the Real PR Review Problem.

Visual Studio 2026 ships in-IDE pull request review and everyone calls it the end of context switching. Meanwhile, AI agents are merging…

Visual Studio 2026 Finally Reviews Pull Requests.

Version 18.7 brings PR review into the IDE for GitHub and Azure DevOps. The headline is “no more browser.” The line that changes your day…

The Cost of LGTM

How to Review an Agent-Generated Pull Request

The five red flags GitHub’s Andrea Griffiths named, and the one thing a human reviewer still can’t delegate.

Code Review Checklist: Improve Quality and Reduce Bugs Fast

Software development depends heavily on quality assurance, maintainability, and secure programming standards. A strong Code Review…

React Code Review: 8 Things I Check Before Approving a PR

Almost every problem you encounter in a React project traces back to one of these eight habits. Not a specific bug, not a minor mistake —…

The code review comment that changed how I write functions

A four-word comment exposed a gap between naming functions and understanding what they’re for.

⚓ 【EA開発録】勝率30.5%の真実。FX自動売買における未来予測の排除と「純粋なバックテスト」の設計プロセス（USDJPY v4.0）｜Semura Lab

世の中には、「勝率90%」「右肩上がりの美しい資産曲線」を謳う自動売買（EA）のバックテストが溢れかえっている。 しかし、その99%はリアル口座という「絶対摩擦」の海に出た瞬間、あっけなく沈没する。なぜか？

Aggregate Tasarım Kararları: Somut Senaryolar — Ek A.1 — İçsel Tasarım Karar Skor Kartı Şablonu

Part A — Ek (Appendix)

Ultimate Guide to Github Slack PR Notifications (2026)

Everything we learned piping pull request updates into Slack across 100 devs, dozens of repos, and a couple of monorepos, turned into a…

Rethinking the Review Model in AI-Assisted Development

The failure mode changed, and so should the review model. Where human judgment belongs in an AI-assisted workflow.

How Architecture Owners Should Evaluate AI Code Review in 2026

Coding standards have a half-life. The question is whether your tooling extends it or watches it run out.

Using AI to Review PHP Code Every Day for a Month — Here’s What Came Out of It

30 days of AI-assisted code reviews on a real Laravel codebase. What it caught, what it missed, and how it changed the way I write PHP.

PR Template ve Code Review Sürecini İyileştirme 🔍

Bir PR açıyorsunuz, açıklama yok. Reviewer bakıyor, “bu neyi çözüyor?” diye yazıyor. Siz cevaplayana kadar yarım gün geçiyor. 😁 Reviewer…

Why Code Review Needs to Move Closer to the Commit

Artificial Intelligence has transformed software development at an incredible pace.

Your AI Agent Is Not Expensive. Your Rework Loop Is.

Tokenmaxxing taught companies the wrong lesson. The real metric is not how much AI you use, but how much stable product value survives…

5 Code Review Habits — That Make You the Engineer Everyone Trusts

You can write flawless code and still lose the trust of your team.

Why Your Local AI Code Reviewer Hallucinates Line Numbers (And How to Fix It)

The frustrating gap between “running a local LLM” and “getting a code review you can actually trust” — and what closes it.

CVE-2025–54123 Hoverfly ≤1.11.3 Command Injection (RCE) Case Study & Patch Diffing

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I Tested Anthropic’s (New) FREE Claude Code Security Plugin (Found Hidden Bugs)

I expected Anthropic’s new Claude Code security plugin to be another small update.

Why Using AI to Audit AI-Generated Code Is More Complicated Than It Sounds

There is an obvious counterargument to any platform that uses AI to audit code.

We Automated Our AI Review Loop and It Failed 86% of the Time

We took an agent-driven code review/fix/repeat workflow that worked well when humans triggered it, wired it together with a Python script…

Stop Waiting on Reviewers. Let Claude Code Do the First Pass.

Claude Code v2.1.146 ships four distinct code review workflows — from a 10-second inline sanity check to a cloud-powered bug-hunting fleet…

Your Outsourced Team Ships Fast. But Who’s Reviewing What They Leave Behind?

TL;DR: Outsourced teams that prioritize speed often leave behind vulnerable, undocumented code that costs 5–10x more to fix after launch…

Slow Down — Simple Lessons for Guiding AI and Shipping Better Code

How to stay in control, stay sharp, and actually benefit from the tools everyone’s rushing to use.

GitHub Copilot PR Reviews in Azure DevOps — Your Three Options Compared

Three paths to AI-assisted pull request review — same AI, very different setup requirements and trade-offs.

Three Patterns Where Agent-Generated Code Quietly Fails

And what that means for your skill stack as a senior engineer

What Code Reviews Taught Me Over Time

A note for fellow developers

Building a Local AI Assistant for PHP Code Review Without Sending Code to the Cloud

Build a fully local PHP code reviewer using Ollama and open-weight models. No API key, no cloud, no data leaving your machine. Complete…

“Is My Code That Bad?” Why Feedback Feels Like a Personal Attack (And Why It Isn’t)

The notification arrives at 3:00 PM. A small red icon on the screen indicates that a senior developer has left ten comments on the project…