What your review queue's ranker can and cannot see
A team with more open pull requests than review hours does not need another reviewer first. It needs something that decides which pull request to lo…
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Code Is the New Assembly. Stop Reviewing It.
Code Is the New Assembly. Stop Reviewing It. Gergely Orosz, the voice behind The Pragmatic Engineer with over a million subscribers, recently posted…
Optimizing Pull Request Reviews: Balancing Code Volume and Efficiency in AI-Assisted Development
Introduction The rise of AI-assisted development has unleashed a torrent of code, transforming the once-manageable pull request (PR) into a sprawlin…
7 Best Code Review Tools for 2026
Code review tools are changing quickly. Traditional static analysis still matters, but development teams now also need help reviewing larger pull re…
Code Review in the Age of AI: Is Manual Review Still Enough?
Introduction Software is being built faster than ever. AI assistants can scaffold a feature in minutes, leading to more pull requests, larger diffs,…
When AI-generated code outruns the reader, the fix is tooling, not a stronger reviewer
Six months before the Miden zkVM audit even started, Trail of Bits had already spent most of the real work. Not staring at code. Building an LSP ser…
Where AI review pays: the codebase matters more than volume
Field note. Claims checked as of 2026-09-12. Primary source: Michels et al., "Vibe Coding: Practice, Performance, Productivity, and Risk - A State-o…
We talked to 100+ dev teams about how they use AI. Here are some things we learned.
We spent four months talking to more than 100 tech leads, architects, and senior engineers about how their teams actually use AI. Review time is a r…
My Commit Said "Stop Trusting the Receipt." That Is the Commit Where the Trusting Started.
On 2026-08-25 at 21:27 EDT I pushed this to self-correcting-integration-maintainer : fix: repair the four re-review findings; stop trusting the rece…
Codex vs CodeRabbit: Choose the Ownership Boundary, Not the Review Score
I defined the comparison framework and the decision criteria. AI helped re-check the current official documentation and rewrite the Japanese draft f…
Junior AppSec Engineer Overwhelmed by Massive Code Reviews: Strategies for Efficiency and Confidence
Introduction: The Systemic Failure in Application Security Onboarding Consider the scenario of a junior Application Security Engineer tasked with se…
What Senior Engineers Actually Do During Code Reviews (It's Not Just Finding Bugs)
The best code review comment I have learned to leave is not: This has a bug. It is: Should this code exist here at all? A change can be locally corr…
Code Review in the AI Era
One thing I have been thinking about a lot recently is how AI is changing not only the way we write code, but also some of the engineering processes…
AI Reviewing AI Is Not Review
Originally published at tddbuddy.com . Related reading: Where the Review Point Moved is the direct predecessor; this post argues the industry's resp…
AI-Generated Code Review: What Reviewers Should Still Block
I spend less review time fixing awkward AI code than I did a year ago. A strong current model can often rewrite another model's clumsy abstraction i…
Comprehension debt: what AI-written code actually costs
Originally published at fathohm.dev . The term "comprehension debt" is Jason Gorman's, from September 2025, carried by Addy Osmani in March 2026 — t…
Stacked Pull Requests: how I would split a Flutter feature into four reviewable layers
The problem is not the code I build Flutter apps. A normal feature touches four layers at once. Models and json parsing Repository and API client St…
A PR review agent with 2 comments beats one with 20
A good review agent needs a bias toward silence, a validation pass against its own findings, a context budget, and a definition of "correct" that co…
Как я автоматизировал превращение вайбкодерского PoC в production-ready MVP
Как я автоматизировал превращение вайбкодерского PoC в production-ready MVP За несколько часов с помощью AI можно собрать работающий PoC: интерфейс…
"My AI engineer has a second AI that tells it NO. Three times, it was right."
Yesterday afternoon I was about to ship a change to a production pipeline. The code was written, tested, deployed to the runtime directory. The nigh…
My Checklist for Reviewing AI-Generated Code
The agent handed me a function that fetched a Stripe customer, read customer.tax_ids.data[0].value , and used it as the VAT number for an invoice. C…
In an AI Builder + AI Reviewer World, What Should Developers Actually Review?
TL;DR If you frame yourself as the manager with final accountability, it becomes clearer where human review is necessary in an AI-driven workflow. Y…
AI Code Generation Has a Social Media Problem
The morning I announced what I'd been building, a comment showed up on the post. It was friendly. It opened with a compliment, agreed with me, and t…
AI Code Review That Engineers Actually Trust: The Pipeline We Run on Every Pull Request
Bolting an LLM onto your pull requests is a weekend project. Building AI code review that your engineers don't disable within two weeks is the actua…
Every Requirement Gets a Verdict. I Had Been Reviewing Without One.
You merge the PR. The build passes. The code does what you expected it to do. You move on. That is review for most engineers. A final read. A feelin…
The YC president open-sourced the stack he builds with. What it says about taste
Originally published on productize.life . Quick answer: gstack is an open-source (MIT) skill set that Garry Tan, president of Y Combinator, builds w…
"When AI reviews AI's code, you've built an infinite loop. Here's how we stopped it."
While building an AI code review product (Orange Codens), there was one design problem that dominated everything else: when the reviewer is AI and t…
The PR Review Canvas – a free interactive checklist for better code reviews
Code review is one of the most valuable activities in software development — but also one of the most inconsistent. I've seen teams where every revi…
Open the PR your reviewer has not met yet
I got a PR to review recently. Large diff, AI-assisted, touching a module three other features depended on. The description was one sentence. It nam…
Working With AI: What Actually Works For Me
I think a lot of people still imagine AI coding as opening ChatGPT, asking for code, and copy-pasting the result. That's not really how I work anymo…