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How much of code review friction comes from context outside the codebase?

1•srbsa•1h ago
I analysed 10K open-source PRs for something I'm building and found that anywhere between 42% and 67% of review friction is due to context beyond the codebase.

From a workflow PoV, how annoying is the manual context synthesis to curate the prompt/agents.md? Is review a solved problem for teams with review agents, or is it now the real blocking step?

Reinventing the Renaissance

https://drb.ie/article/reinventing-the-renaissance/
1•Petiver•21s ago•0 comments

Show HN: Numax – a portable runtime for distributed apps

https://github.com/GianIac/numax
1•gianiac•1m ago•0 comments

Milky Way's black hole is quiet, scientists found evidence of its missing wind

https://www.cnn.com/2026/06/16/science/milky-way-sagittarius-a-black-hole-wind
1•1659447091•1m ago•0 comments

Digital Printing of Arabic: explaining the problem

https://digitalorientalist.com/2017/08/21/digital-printing-of-arabic-explaining-the-problem/
1•a_t48•3m ago•0 comments

Construction Starts on JetZero's Greensboro Assembly Site – Aviation Week

https://aviationweek.com/aerospace/manufacturing-supply-chain/construction-starts-jetzeros-greens...
1•rbanffy•4m ago•0 comments

Show HN: Private Markets SEC Filings Index

https://search.stillhousedata.com
1•lemonlym•6m ago•0 comments

Mozilla Added Google Play Integrity to Firefox for Android

https://bugzilla.mozilla.org/show_bug.cgi?id=2046154
2•summm•6m ago•0 comments

A Corner on a Country Road

https://worldsensorium.com/a-corner-on-a-country-road/
1•dnetesn•8m ago•0 comments

Andrew Ng ships Open CoWorker desktop AI agent

https://github.com/andrewyng/aisuite
1•Gaishan•9m ago•1 comments

Synaxi-predict: I'm trying to predict token cost before it happens

https://github.com/BeadW/synaxi-predict
1•beadw•9m ago•1 comments

Firefox 152 understands 'Sssh!'

https://www.theregister.com/software/2026/06/16/firefox-152-understands-sssh/5256390
3•Bender•9m ago•0 comments

The UK's Teen Social Media Ban Is Political Theater, Not Child Safety Policy

https://www.techdirt.com/2026/06/16/the-uks-teen-social-media-ban-is-political-theater-not-child-...
5•hn_acker•10m ago•0 comments

On The Architectural Complexity of Neural Networks

https://arxiv.org/abs/2605.04325
1•lamename•10m ago•0 comments

Python dev saved from disaster by intuition...and AI

https://www.theregister.com/ai-and-ml/2026/06/16/python-dev-saved-from-disaster-by-intuitionand-a...
1•Bender•11m ago•0 comments

Linux 7.2 Improves Anonymous Pipe Performance for Shell Pipelines and More

https://www.phoronix.com/news/Linux-72-Faster-Anon-Pipe-Write
1•Bender•12m ago•0 comments

2678x Faster Matrix Multiplication with a GPU

https://0mean1sigma.com/2678x-faster-how-gpus-supercharge-matrix-multiplication/
1•kkm•14m ago•0 comments

Google asking many to select a client certificate erroneously

2•emilfihlman•18m ago•1 comments

Xenith – A Calm Productivity Dashboard

https://xenith.life
1•CodeByBryant•19m ago•0 comments

Open Claiming Protocol – Successor to JWT

https://openclaiming.org
2•EGreg•19m ago•0 comments

Chainguard to patch frontier model-discovered vulns in new industry coalition

https://www.infosecurity-magazine.com/news/chainguard-bny-open-source-athena/
1•prdonahue•20m ago•0 comments

Planes for SAI May Be Closer and Cheaper Than Previously Thought – SRM360

https://srm360.org/news-article/planes-for-sai-closer-cheaper-than-thought/
1•rbanffy•21m ago•0 comments

General-purpose large language models outperform specialized clinical AI tools

https://www.nature.com/articles/s41591-026-04431-5
3•benwen•26m ago•0 comments

Building a High-Throughput Fix Server

https://akinocal1.substack.com/p/building-a-high-throughput-fix-server
1•klaussilveira•29m ago•0 comments

A Baseless Copyright Claim Against a Web Host–and Why It Failed

https://www.eff.org/deeplinks/2026/03/baseless-copyright-claim-against-web-host-and-why-it-failed
1•laurex•29m ago•0 comments

Show HN: PromptShark – MitM proxy, C++ loop detector and replay for AI agents

https://github.com/apvcode/PromptShark
1•apvcode•30m ago•0 comments

Please, Use a Link

https://idiallo.com/blog/use-a-link-please
5•firefoxd•33m ago•1 comments

Show HN: Karpenter Provider for Hetzner

https://paperclip.inc/blog/karpenter-hetzner
1•stubbi•33m ago•0 comments

Data Compression Explained

https://mattmahoney.net/dc/dce.html
1•mtdewcmu•34m ago•0 comments

I Built Our Data Lake on DynamoDB Streams Instead of Kafka

https://medium.com/@yalovoy/i-built-our-entire-data-lake-on-dynamodb-streams-instead-of-kafka-218...
1•zero-ground-445•34m ago•0 comments

The Rain Spell

https://notas.grod.es/the-rain-spell
2•grodes•38m ago•0 comments