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I analyzed 10 major OSS repos for development drift – every one had issues"

1•codequal•2h ago
I built Evolution Engine, an open source CLI that detects development process drift using statistical analysis (no AI APIs). Ran it on 10 major repos — cloud SDKs, frontend frameworks, AI tooling.

  Key findings across 130K+ commits:
  - CI build time spikes up to 1,552x baseline in every repo
  - Release cadence gaps correlate with code spread (8/10 repos)
  - Co-change novelty drops to zero (9/10) — repetitive patterns vs organic development
  - Cross-family correlations invisible if you only monitor one signal

  Google's DORA says AI increases throughput but decreases stability. This data shows why.

  pip install evolution-engine
  GitHub: https://github.com/alpsla/evolution-engine

  Full write-up: [https://dev.to/codequal/what-10-open-source-repos-reveal-about-development-drift-in-the-ai-era-10e2]

UBC study: artificial turf fields pose lethal chemical threat to salmon

https://todayinbc.com/2026/03/17/ubc-study-shows-artificial-turf-fields-pose-lethal-chemical-thre...
1•cf100clunk•1m ago•0 comments

Paintn't – A headless tribute to paint.exe, in TypeScript

https://github.com/RickCarlino/paintnt
1•rickcarlino•4m ago•0 comments

TIL Tues: Isotropic radiator [wiki]

https://en.wikipedia.org/wiki/Isotropic_radiator
1•sans_souse•9m ago•0 comments

Nvidia Launches Space Computing, Rocketing AI into Orbit

https://nvidianews.nvidia.com/news/space-computing
1•mattas•10m ago•0 comments

Laravel 13 Release Notes

https://laravel.com/docs/13.x/releases
1•virgildotcodes•12m ago•0 comments

Nazi salute photo led UF to kick College Republicans off campus

https://www.orlandosentinel.com/2026/03/17/nazi-salute-photo-led-uf-to-kick-college-republicans-o...
2•petethomas•16m ago•0 comments

Understanding Attention Residuals

https://www.k-a.in/AttnRes.html
1•byt3h3ad•16m ago•0 comments

Assign tasks to Claude Cowork from anywhere

https://support.claude.com/en/articles/13947068-assign-tasks-to-claude-from-anywhere-in-cowork
2•jryio•22m ago•0 comments

Microsoft 365 is paywalling most of Copilot in Office apps – what's changing?

https://www.windowscentral.com/microsoft/microsoft-office/microsoft-365-is-paywalling-most-of-cop...
1•cebert•22m ago•1 comments

Ask HN: Is vibe coding a new mandatory job requirement?

2•newswangerd•25m ago•3 comments

Rep. AOC Highlights Dangers of Expanding Surveillance Tech at Committee Markup [video]

https://www.youtube.com/watch?v=8Dr4rKm2DF0
2•UpsilonAlpha•25m ago•0 comments

An asteroid just exploded above Ohio with the force of 250 tons of TNT

https://www.scientificamerican.com/article/an-asteroid-just-exploded-above-ohio-with-the-force-of...
3•1659447091•29m ago•0 comments

Optimizing EMERALDWISDOM for real-time workloads

1•emererw•30m ago•0 comments

Show HN: Custom datasets for testing AI agents

https://agents.zalor.ai/
1•rishavmitra•30m ago•2 comments

New York Proposal to Tax QSBS Gains

https://www.pbwt.com/publications/new-york-proposal-to-tax-qsbs-gains
1•mkmk•32m ago•0 comments

Show HN: AI agents predicted every March Madness game – live bracket tracker

https://tryprobe.io/bracket
2•masonwyatt23•34m ago•0 comments

Mental Model Discovery

https://wibomd.substack.com/p/on-mental-model-discovery
1•paulpauper•35m ago•1 comments

Military report says live fire malfunction rained shrapnel on California highway

https://apnews.com/article/marines-250th-camp-pendleton-shrapnel-california-367baee09300fdfce0811...
3•petethomas•36m ago•0 comments

What stack of models is behind this tool?

https://www.linkslist.app/UKFJ6Fk
3•ClipNoteBook•36m ago•3 comments

UC Irvine researchers bring down AI powered drones with painted umbrellas

https://arxiv.org/abs/2509.20362
2•jcalvinowens•39m ago•2 comments

404PageFound – Active Vintage Websites, Old Webpages, and Web 1.0

https://www.404pagefound.com/
1•OuterVale•41m ago•0 comments

Demanufacture

https://dmnfctr.xyz/
1•rojoroboto•42m ago•0 comments

Trapped! Inside a Self-Driving Car During an Anti-Robot Attack

https://www.nytimes.com/2026/03/17/technology/trapped-inside-a-self-driving-car-during-an-anti-ro...
2•1vuio0pswjnm7•43m ago•0 comments

Unsubscribe from the Church of Graphs

https://www.adorableandharmless.com/p/unsubscribe-from-the-church-of-graphs
1•paulpauper•43m ago•0 comments

FounderBox by Loopxo

https://founderbox.loopxo.org
3•vijeet_•44m ago•1 comments

Show HN: Mcpwire – Connect to MCP servers in 2 lines of TypeScript

https://github.com/ctonneslan/mcpwire
1•CTonneslan•46m ago•0 comments

Bridge Bank – self-hosted European Banks to Actual Budget sync

1•Adjadj•46m ago•0 comments

Pardoned for Fraud, a CEO Mounts His Comeback: 'We Can Trust You Now'

https://www.wsj.com/business/trevor-milton-pardon-nikola-trump-3163e19c
1•KnuthIsGod•50m ago•0 comments

Robotocore · a Digital Twin of AWS

https://github.com/robotocore/robotocore
2•pkaeding•51m ago•0 comments

Shoey HN: API-based arbitrated marketing contracts (AI SEO, SEO, DR)

https://www.zobooma.com/
1•compulsivebuild•53m ago•1 comments