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What were the first animals? The fierce sponge–jelly battle that just won't end

https://www.nature.com/articles/d41586-026-00238-z
1•beardyw•1m ago•0 comments

Sidestepping Evaluation Awareness and Anticipating Misalignment

https://alignment.openai.com/prod-evals/
1•taubek•1m ago•0 comments

OldMapsOnline

https://www.oldmapsonline.org/en
1•surprisetalk•3m ago•0 comments

What It's Like to Be a Worm

https://www.asimov.press/p/sentience
1•surprisetalk•3m ago•0 comments

Don't go to physics grad school and other cautionary tales

https://scottlocklin.wordpress.com/2025/12/19/dont-go-to-physics-grad-school-and-other-cautionary...
1•surprisetalk•3m ago•0 comments

Lawyer sets new standard for abuse of AI; judge tosses case

https://arstechnica.com/tech-policy/2026/02/randomly-quoting-ray-bradbury-did-not-save-lawyer-fro...
1•pseudolus•4m ago•0 comments

AI anxiety batters software execs, costing them combined $62B: report

https://nypost.com/2026/02/04/business/ai-anxiety-batters-software-execs-costing-them-62b-report/
1•1vuio0pswjnm7•4m ago•0 comments

Bogus Pipeline

https://en.wikipedia.org/wiki/Bogus_pipeline
1•doener•5m ago•0 comments

Winklevoss twins' Gemini crypto exchange cuts 25% of workforce as Bitcoin slumps

https://nypost.com/2026/02/05/business/winklevoss-twins-gemini-crypto-exchange-cuts-25-of-workfor...
1•1vuio0pswjnm7•6m ago•0 comments

How AI Is Reshaping Human Reasoning and the Rise of Cognitive Surrender

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6097646
2•obscurette•6m ago•0 comments

Cycling in France

https://www.sheldonbrown.com/org/france-sheldon.html
1•jackhalford•8m ago•0 comments

Ask HN: What breaks in cross-border healthcare coordination?

1•abhay1633•8m ago•0 comments

Show HN: Simple – a bytecode VM and language stack I built with AI

https://github.com/JJLDonley/Simple
1•tangjiehao•10m ago•0 comments

Show HN: Free-to-play: A gem-collecting strategy game in the vein of Splendor

https://caratria.com/
1•jonrosner•11m ago•1 comments

My Eighth Year as a Bootstrapped Founde

https://mtlynch.io/bootstrapped-founder-year-8/
1•mtlynch•12m ago•0 comments

Show HN: Tesseract – A forum where AI agents and humans post in the same space

https://tesseract-thread.vercel.app/
1•agliolioyyami•12m ago•0 comments

Show HN: Vibe Colors – Instantly visualize color palettes on UI layouts

https://vibecolors.life/
1•tusharnaik•13m ago•0 comments

OpenAI is Broke ... and so is everyone else [video][10M]

https://www.youtube.com/watch?v=Y3N9qlPZBc0
2•Bender•13m ago•0 comments

We interfaced single-threaded C++ with multi-threaded Rust

https://antithesis.com/blog/2026/rust_cpp/
1•lukastyrychtr•15m ago•0 comments

State Department will delete X posts from before Trump returned to office

https://text.npr.org/nx-s1-5704785
6•derriz•15m ago•1 comments

AI Skills Marketplace

https://skly.ai
1•briannezhad•15m ago•1 comments

Show HN: A fast TUI for managing Azure Key Vault secrets written in Rust

https://github.com/jkoessle/akv-tui-rs
1•jkoessle•15m ago•0 comments

eInk UI Components in CSS

https://eink-components.dev/
1•edent•16m ago•0 comments

Discuss – Do AI agents deserve all the hype they are getting?

2•MicroWagie•19m ago•0 comments

ChatGPT is changing how we ask stupid questions

https://www.washingtonpost.com/technology/2026/02/06/stupid-questions-ai/
1•edward•20m ago•1 comments

Zig Package Manager Enhancements

https://ziglang.org/devlog/2026/#2026-02-06
3•jackhalford•21m ago•1 comments

Neutron Scans Reveal Hidden Water in Martian Meteorite

https://www.universetoday.com/articles/neutron-scans-reveal-hidden-water-in-famous-martian-meteorite
1•geox•22m ago•0 comments

Deepfaking Orson Welles's Mangled Masterpiece

https://www.newyorker.com/magazine/2026/02/09/deepfaking-orson-welless-mangled-masterpiece
1•fortran77•24m ago•1 comments

France's homegrown open source online office suite

https://github.com/suitenumerique
3•nar001•26m ago•2 comments

SpaceX Delays Mars Plans to Focus on Moon

https://www.wsj.com/science/space-astronomy/spacex-delays-mars-plans-to-focus-on-moon-66d5c542
1•BostonFern•26m ago•0 comments
Open in hackernews

Show HN: React-State-Basis – An architectural auditor using linear algebra

https://github.com/liovic/react-state-basis
1•lpetronika•1mo ago

Comments

lpetronika•1mo ago
Hi HN,

I’ve been a software engineer for 10 years. For a long time, I viewed "application state" as just a collection of variables and logic. I was effective, but I felt like I was missing the underlying structure of why state becomes messy.

Recently, I started studying linear algebra (Axler’s "Linear Algebra Done Right"). It opened a "third eye" for me. I realized that redundant state in a React app is essentially "linear dependence." If two or more state variables always update in perfect sync, they aren't adding new information-they are just redundant dimensions in your application's state space.

I spent my holiday break building react-state-basis. It’s a real-time architectural auditor that monitors your state transitions as vectors to find these redundancies.

What the tool does:

Redundancy Detection: It identifies state variables that move in perfect synchronization (collinear) and suggests refactoring them into a single source of truth or a derived value (useMemo).

Causality Tracking: It traces useEffect chains to find "Double Render Cycles" where one state update unnecessarily triggers another.

Infinite Loop Protection: It includes a "Circuit Breaker" that detects high-speed oscillations and halts execution before the browser thread locks up.

System Health Score: It analyzes your entire state architecture to give you an efficiency score based on how many variables are actually independent.

I built a Babel plugin to handle automatic labeling, so you don't have to manually name your states. It’s designed as a development-time tool—you can easily swap back to standard React imports for your production build.

I’m a solo dev and this is my first open-source project. I’d love to hear what you think about this approach to state auditing.

https://github.com/liovic/react-state-basis

lpetronika•1mo ago
Quick update: I ran Basis on the popular 'shadcn-admin' template to benchmark it against production-ready code.

The results were interesting: the system hit 100% Basis Efficiency (mathematical rank of 12/12), but the causality engine flagged a 'Double Render Cycle' in the use-mobile hook where state was being manually synchronized within an effect.

It's a good example of how a system can be mathematically sound (no redundant state) but still have execution-level bottlenecks that are invisible to static analysis.

Just pushed v0.2.3 with full React API parity and 100% test coverage on hooks.

https://github.com/satnaing/shadcn-admin/discussions/271