Tech Articles
Curated developer articles, tutorials, and guides – auto-updated hourly
Cole Halton2d ago • 4 min read
An LLM reviewer's "block" is a feature, not a verdict
Every AI code review tool I test ends the same way: it prints a hard label. approve, request changes...
#aicodereview#llm#evaluation#machinelearning
0 1
Tess Ainsley6d ago • 3 min read
Comparing AI review tools: what the numbers actually tell you
Most "best AI code review tool" comparisons start and end with a benchmark score. That score hides.....
#aicodereview#codereview#ai
1 1
Emil ReiterSep 14, 2026 • 2 min read
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 vendo...
#aicodereview#codereview#pullrequests#metrics
0 3
Tess Ainsley3d ago • 5 min read
Every agent PR costs review time even if it never merges
Review capacity is usually measured against submissions, but the cost that matters is spent on...
#aicodereview#codereview#engineeringmanagement
0 1
Tess AinsleySep 12, 2026 • 2 min read
Review time is up 441% under vibe coding. That is the real problem.
A state-of-the-art review of the first body of evidence on AI-assisted development was posted to...
#aicodereview#vibecoding#reviewbottleneck
0 0
Emil ReiterSep 13, 2026 • 2 min read
AI code review for large multi-repo teams: what actually scales
When an engineering team gets big enough to own a dozen repositories, the "AI code review tool"...
#aicodereview#codereview#multirepo#pullrequests
0 0
Tess Ainsley4d ago • 2 min read
Cycle time and review time are not the same metric
"Reduce PR review time with AI" claims quote at least two different clocks, and the gap decides...
#aicodereview#codereview#metrics
0 0
Emil Reiter6d ago • 2 min read
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 vendo...
#aicodereview#codereview#pullrequests#metrics
0 0
Cole Halton6d ago • 2 min read
Why you shouldn't let the model review its own AI code
Krentsel, Agarwal, Cemri, Zaharia and Stoica just put a paper up on arXiv called "Reality Is the...
#aicodereview#agenticai#codereview#softwareengineering
0 0
Emil ReiterSep 13, 2026 • 2 min read
Reviewing the volume of AI-generated code: the problem is routing, not speed
The standard story on AI-generated code volume is that you need to review each pull request a little...
#aicodereview#codereview#pullrequests#ai
0 1
Cole Halton3d ago • 2 min read
Verus proves Rust correct for all inputs. Code review still can't define "correct."
Amazon shipped a blog post on Verus, their Rust verifier used in Firecracker and AWS Lambda. Verus.....
#aicodereview#rust#formalverification#llm
0 0
Tess AinsleySep 13, 2026 • 2 min read
The best coding agent still gets ~6 in 10 changes wrong. That is your review load.
While tech review articles argue about what PR length is safe to let an agent produce, the review...
#codereview#aiagents#aicodereview
0 1
Tess Ainsley4d ago • 2 min read
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...
#codereview#aicodereview#salesforce#reviewvolume
0 0
Tess AinsleySep 13, 2026 • 2 min read
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,...
#aicodereview#codereview#vibecoding
0 0
Emil Reiter6d ago • 2 min read
Cheap models for code review: the cost gap is real, the precision gap is the tax
The headline number almost sells itself: on the Entelligence benchmark (50 real PRs from Cal.com,...
#aicodereview#gitlab#azuredevops#codequality
0 0
Tess Ainsley6d ago • 2 min read
GitHub's official AI review guide is a mostly-human checklist
GitHub's own tutorial for reviewing AI-generated code is an 8-step checklist, and almost every step....
#aicodereview#codereview#ai
0 0
Cole Halton6d ago • 2 min read
Cheap LLM code review is fine until it hits an authorization bug
A code review vendor ran its own eval comparing a $1.20-per-million-output-token model (Luna) agains...
#aicodereview#llm#security#evaluation
0 0
Tess Ainsley2d ago • 5 min read
The GitHub hookup decides whether AI review works
The question "what is the best AI code review tool for GitHub" gets answered with feature tables and...
#aicodereview#github#codereview#pullrequest
0 0
Tess Ainsley5d ago • 3 min read
Counting bugs is the hard part of comparing AI review tools
Model benchmarks for code review usually report the same two numbers: how many bugs the tool found,....
#aicodereview#codereview#benchmarking#aitools
0 0
Jangwook Kim2d ago • 10 min read
CodeRabbit vs Greptile: A Production PR Review Benchmark on Catch Rate, Noise, and Cost
We tested CodeRabbit and Greptile against seeded production bugs across TypeScript, Python, and Go p...
#aicodereview#github#developerproductivity#coderabbit
0 0
ShaamSep 14, 2026 • 8 min read
How to Trust AI-Generated Code: Context Engineering for Reliable AI-Assisted Development
Learn how to reduce reliance on manual code review by building systematic context for AI code review...
#aicodereview#contextengineering#aiagents#softwaredevelopment
0 0