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OSS Maintainers Can Inject Their Standards into Contributors' AI Tools

https://nonconvexlabs.com/blog/oss-maintainers-can-inject-their-standards-into-contributors-ai-tools
2•aaddrick•1h ago

Comments

aaddrick•1h ago
Wrote this after seeing the news about the matplotlib debacle. Figured a decent solution to AI submitted PR's was to prompt inject them with your project's standards.

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AI-assisted PRs are landing in maintainers’ queues with the wrong CSS framework and no tests. Sometimes with no disclosure that AI generated the code at all. The contributor often isn’t cutting corners. Their AI tool just had no project context when it generated the code.

There are two files that fix this. CLAUDE.md is read automatically by Claude Code when a contributor opens the project. AGENTS.md is a vendor-neutral standard, already supported by over twenty tools, that does the same thing across all of them. Both work the same way: when a contributor clones your repo and opens it in their AI tool, these files are loaded into the tool’s context before a single line is generated.

Linux Heterogeneous Memory Management (HMM)

https://www.kernel.org/doc/html/latest/mm/hmm.html
1•teleforce•30s ago•0 comments

CVE-2026-2006 – PostgreSQL Out-of-cycle release

https://wiki.postgresql.org/wiki/2026-02_Regression_Fixes
1•krembo•42s ago•0 comments

I don't need AI to build me a new app. I need it to make Jira bearable

1•niel_hu•46s ago•0 comments

Show HN: Cifer, zero-key custody using threshold cryptography

https://cifer-security.com
1•mikflex•1m ago•0 comments

British Citizenship Applications by US Nationals Hit Record High

https://www.bloomberg.com/news/articles/2026-02-26/british-citizenship-applications-by-us-nationa...
1•helsinkiandrew•1m ago•0 comments

A New Era of Databases: Lakebase

https://www.databricks.com/blog/what-is-a-lakebase
1•mastabadtomm•2m ago•0 comments

Show HN: NotBuiltYet– Open-source library of civilisation problems worth solving

https://shivankar-madaan.github.io/notbuiltyet/
2•mrxlimitless•2m ago•0 comments

Show HN: Ryvos – Autonomous AI assistant in Rust(15MB RAM,50 tools,16 providers)

https://ryvos.dev
1•aayush-mishraaa•2m ago•0 comments

Nano Banana 2: Google's latest AI image generation model

https://blog.google/innovation-and-ai/technology/ai/nano-banana-2/
4•davidbarker•3m ago•1 comments

EHR API Explorer

https://explorer.usecobalt.com/
1•bryanmillstein•3m ago•1 comments

Matrix Inverse Roots with Fixed-Budget GEMM Kernels

https://jiha-kim.github.io/posts/fast-matrix-inverse-roots/
1•ibobev•4m ago•0 comments

Partial Truth vs. Explicit Failure: Designing Honest System Responses

https://www.sandordargo.com/blog/2026/02/25/partial-truth-vs-explicit-failure
1•ibobev•4m ago•0 comments

Memory or mood? Probiotic capsules and powders may affect the brain differently

https://medicalxpress.com/news/2026-02-memory-mood-probiotic-capsules-powders.html
1•PaulHoule•5m ago•0 comments

Linux Foundation's report reveals contributing to open source offers a 2x-5x ROI

https://thenewstack.io/roi-open-source-contribution/
1•CrankyBear•5m ago•0 comments

Speculations Concerning the First Ultraintelligent Machine (1964) [pdf]

https://languagelog.ldc.upenn.edu/myl/Good1964.pdf
1•ZeljkoS•5m ago•0 comments

Rule of Three (Computer Programming)

https://en.wikipedia.org/wiki/Rule_of_three_(computer_programming)
2•thunderbong•6m ago•0 comments

Introduction to Data-Centric Query Compilation

https://duckul.us/blog/data-centric-query-compilation
1•duckulus•6m ago•1 comments

I started a software research company

https://notes.eatonphil.com/2026-02-25-i-started-a-company.html
1•ibobev•7m ago•0 comments

Show HN: I built a minimal distributed tracer from scratch to understand better

https://github.com/td-02/tracelm
1•taeshdas•8m ago•1 comments

Show HN: Gonzales – Self-hosted internet speed monitor with Home Assistant

https://github.com/akustikrausch/gonzales
1•janiskl93•8m ago•0 comments

Nano Banana 2

https://deepmind.google/models/gemini-image/flash/
6•meetpateltech•9m ago•2 comments

New AirSnitch attack breaks Wi-Fi encryption in homes, offices, and enterprises

https://arstechnica.com/security/2026/02/new-airsnitch-attack-breaks-wi-fi-encryption-in-homes-of...
3•DamnInteresting•9m ago•0 comments

My computer got self-hacked because of OpenClaw

https://substack.com/home/post/p-189184829
4•iliaishacked•9m ago•0 comments

Show HN: I'm building TaskWeave, a task orchestrator

https://github.com/spicyPoke/TaskWeave
2•spicypoke•9m ago•0 comments

Did predictability scale better than openness on the web?

https://borisljevar.substack.com/p/once-upon-a-time-the-internet-promised
1•blnlx•10m ago•1 comments

Show HN: BetterDB Cloud – monitor Valkey/Redis in VPCs with a lightweight agent

2•kaliades•11m ago•0 comments

Show HN: Nano banana 2 is coming to nanabanana2.run

https://nanabanana2.run
1•funnycoding•11m ago•0 comments

Why Developers Keep Choosing Claude over Every Other AI

https://www.bhusalmanish.com.np/blog/posts/why-claude-wins-coding.html
2•gmays•12m ago•0 comments

Formal Methods for Rust Unsafe

https://antithesis.com/blog/2026/rust_formal_methods/
1•wwilson•12m ago•0 comments

Show HN: AgentSecrets – Zero-Knowledge Credential Proxy for AI Agents

https://github.com/The-17/agentsecrets
2•steppacodes•15m ago•1 comments