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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Ни зарплат, ни отпусков, ни больничных. Зато есть User Story и Merge Request: как AI-агенты работают у меня в Jira
IT-команда в средней компании (продуктовой, интеграторе, неважно) обычно состоит из продукт-менеджера, бизнес-аналитиков, разработчиков и QA-инженер…
AI code review just delayed PostgreSQL 19. Finding bugs is now cheap and fixing them isn’t.
PostgreSQL 19 was supposed to ship in October. The release team now says general availability is November 19, with RC 2 on November 12 (postgresql.o…
How to review pull requests written by coding agents
A pull request from a coding agent usually looks better than one from a tired human. The description is complete, the code is formatted, the tests p…
The artifact worth reviewing when agents write the code
GitHub's Security Lab reported 24 Android vulnerabilities found by an AI security agent, and the part worth copying is what ended up version-control…
Claude Code and Linus Torvalds: the Linux patch tradeoffs
Claude Code helped Linus Torvalds explore a Linux memory-management change, write test programs and draft its explanation. The interesting part is i…
30% More Code, Zero More Shipped Work: Where the Capacity Actually Went
A Harvard study of 718 firms found that coding agents produced 30% more lines of code and no detectable increase in finished work. Most coverage sto…
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…
Your Agent Renamed the Function — It Just Missed the Caller That Referenced It by String
The rename that looks safe You ask the agent to rename process_payment to settle_payment . It runs across the codebase, updates every import, rename…
Your Agent Writes the PR Description, but It Only Tells You What the Code Does
The description that reads like a code tour You open a PR from your agent. The description is tidy: Added input validation for the /checkout endpoin…
Where AI review saves time: the write-back, not the analysis
A tool that "supports Azure DevOps" may only be able to read your pull request. What cuts review time is the write-back: posting an inline comment w…
Code Review: When Checkout Success Still Breaks Inventory
A checkout can return success after reducing stock without creating an order. It can also accept two purchases when only one unit exists. Lab 09 mak…
Open source code review: why Hono restricted outside pull requests
Open source code review has a capacity problem, and Hono has drawn a boundary around its queue. On October 5, creator Yusuke Wada said external cont…
Когда автоматические проверки говорят неправду: пять случаев из проекта, который пишут ИИ‑агенты
Я не программист. По крайней мере, несмотря на то, что в 2010 году я закончил «Прикладную информатику в менеджменте» (…
I let a Claude Code agent handle my PR review comments. Only 1 of 6 bot comments was a real bug.
I work on a large production e-commerce monorepo (13 apps). I set up a Claude Code cloud routine that runs every hour: it reads new review comments…
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…
Copilot code review on Azure Repos needs three admins and it's still limited preview
The Azure DevOps buyer question keeps landing in my inbox: what's the best AI code review tool for Azure Repos? Almost every reviewer in this space…
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…
Cutting PR review time is an orchestration problem, not a reviewer problem
The usual answer to "how do we reduce PR review time" is to make the reviewer faster. Vendor pages recommend an AI reviewer that reads a diff in sec…
A Benchmark Should Catch the Bug Your Examples Don't Mention
A benchmark that only checks the examples in the prompt is measuring the wrong thing. I ran into this while building a small code-repair evaluation…
When agents sped up, two teams hit the same wall: validation couldn't keep up
Agents made it faster to write code. Two engineering teams published what happened on the validation side when they did, and the two write-ups land…
Your engineers are not slow. Your review queue is.
Every team that bought coding agents this year got the same result: the generation side of the shop sped up ten times and the shipping rate barely m…
When review time plateaued, reviewers had stopped reading
Salesforce posted the number that most teams report, then said the part most teams leave out. In "Scaling Code Reviews: Adapting to a Surge in AI-Ge…
Reduce PR review time with AI: the bottleneck is the wait, not the read
Linearb's 2026 Engineering Benchmarks Report analyzed 8.1+ million pull requests across 4,800+ organizations, and one finding cuts against most of w…
Why a PR walkthrough can pass validation and still be hard to read
I made an HTML guide for reading pull requests. When I shared it with coworkers, the visual feedback was encouraging, but I still felt that parts we…
Reduce PR review time with AI: what the 45% claim leaves out
When a team asks how to cut pull request review time with AI, the answer they get is usually a vendor number. Atlassian says Rovo cut PR cycle time…
What to verify after an AI agent says tests pass
Green CI from an agent is not a merge signal. It is a claim: "I ran something and it exited zero." Your job is to check whether that claim covers th…
Your team's coding rules aren't in the prompt, they're in the ingest
Every AI code reviewer claims it respects your team's standards. Very few can tell you what those standards actually are. The test is mechanical. As…