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Turn-Based Structural Triggers: Prompt-Free Backdoors in Multi-Turn LLMs

https://arxiv.org/abs/2601.14340
1•PaulHoule•1m ago•0 comments

Show HN: AI Agent Tool That Keeps You in the Loop

https://github.com/dshearer/misatay
1•dshearer•2m ago•0 comments

Why Every R Package Wrapping External Tools Needs a Sitrep() Function

https://drmowinckels.io/blog/2026/sitrep-functions/
1•todsacerdoti•2m ago•0 comments

Achieving Ultra-Fast AI Chat Widgets

https://www.cjroth.com/blog/2026-02-06-chat-widgets
1•thoughtfulchris•4m ago•0 comments

Show HN: Runtime Fence – Kill switch for AI agents

https://github.com/RunTimeAdmin/ai-agent-killswitch
1•ccie14019•7m ago•1 comments

Researchers surprised by the brain benefits of cannabis usage in adults over 40

https://nypost.com/2026/02/07/health/cannabis-may-benefit-aging-brains-study-finds/
1•SirLJ•8m ago•0 comments

Peter Thiel warns the Antichrist, apocalypse linked to the 'end of modernity'

https://fortune.com/2026/02/04/peter-thiel-antichrist-greta-thunberg-end-of-modernity-billionaires/
1•randycupertino•9m ago•2 comments

USS Preble Used Helios Laser to Zap Four Drones in Expanding Testing

https://www.twz.com/sea/uss-preble-used-helios-laser-to-zap-four-drones-in-expanding-testing
2•breve•14m ago•0 comments

Show HN: Animated beach scene, made with CSS

https://ahmed-machine.github.io/beach-scene/
1•ahmedoo•15m ago•0 comments

An update on unredacting select Epstein files – DBC12.pdf liberated

https://neosmart.net/blog/efta00400459-has-been-cracked-dbc12-pdf-liberated/
1•ks2048•15m ago•0 comments

Was going to share my work

1•hiddenarchitect•19m ago•0 comments

Pitchfork: A devilishly good process manager for developers

https://pitchfork.jdx.dev/
1•ahamez•19m ago•0 comments

You Are Here

https://brooker.co.za/blog/2026/02/07/you-are-here.html
3•mltvc•23m ago•1 comments

Why social apps need to become proactive, not reactive

https://www.heyflare.app/blog/from-reactive-to-proactive-how-ai-agents-will-reshape-social-apps
1•JoanMDuarte•24m ago•1 comments

How patient are AI scrapers, anyway? – Random Thoughts

https://lars.ingebrigtsen.no/2026/02/07/how-patient-are-ai-scrapers-anyway/
1•samtrack2019•24m ago•0 comments

Vouch: A contributor trust management system

https://github.com/mitchellh/vouch
2•SchwKatze•24m ago•0 comments

I built a terminal monitoring app and custom firmware for a clock with Claude

https://duggan.ie/posts/i-built-a-terminal-monitoring-app-and-custom-firmware-for-a-desktop-clock...
1•duggan•25m ago•0 comments

Tiny C Compiler

https://bellard.org/tcc/
1•guerrilla•27m ago•0 comments

Y Combinator Founder Organizes 'March for Billionaires'

https://mlq.ai/news/ai-startup-founder-organizes-march-for-billionaires-protest-against-californi...
1•hidden80•27m ago•2 comments

Ask HN: Need feedback on the idea I'm working on

1•Yogender78•28m ago•0 comments

OpenClaw Addresses Security Risks

https://thebiggish.com/news/openclaw-s-security-flaws-expose-enterprise-risk-22-of-deployments-un...
2•vedantnair•28m ago•0 comments

Apple finalizes Gemini / Siri deal

https://www.engadget.com/ai/apple-reportedly-plans-to-reveal-its-gemini-powered-siri-in-february-...
1•vedantnair•29m ago•0 comments

Italy Railways Sabotaged

https://www.bbc.co.uk/news/articles/czr4rx04xjpo
7•vedantnair•29m ago•2 comments

Emacs-tramp-RPC: high-performance TRAMP back end using MsgPack-RPC

https://github.com/ArthurHeymans/emacs-tramp-rpc
1•fanf2•30m ago•0 comments

Nintendo Wii Themed Portfolio

https://akiraux.vercel.app/
2•s4074433•35m ago•2 comments

"There must be something like the opposite of suicide "

https://post.substack.com/p/there-must-be-something-like-the
1•rbanffy•37m ago•1 comments

Ask HN: Why doesn't Netflix add a “Theater Mode” that recreates the worst parts?

2•amichail•38m ago•0 comments

Show HN: Engineering Perception with Combinatorial Memetics

1•alan_sass•44m ago•2 comments

Show HN: Steam Daily – A Wordle-like daily puzzle game for Steam fans

https://steamdaily.xyz
1•itshellboy•46m ago•0 comments

The Anthropic Hive Mind

https://steve-yegge.medium.com/the-anthropic-hive-mind-d01f768f3d7b
2•spenvo•46m 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