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BTDUex Safe? The Back End Withdrawal Anomalies

1•aoijfoqfw•37s ago•0 comments

Show HN: Compile-Time Vibe Coding

https://github.com/Michael-JB/vibecode
1•michaelchicory•3m ago•0 comments

Show HN: Ensemble – macOS App to Manage Claude Code Skills, MCPs, and Claude.md

https://github.com/O0000-code/Ensemble
1•IO0oI•6m ago•1 comments

PR to support XMPP channels in OpenClaw

https://github.com/openclaw/openclaw/pull/9741
1•mickael•7m ago•0 comments

Twenty: A Modern Alternative to Salesforce

https://github.com/twentyhq/twenty
1•tosh•8m ago•0 comments

Raspberry Pi: More memory-driven price rises

https://www.raspberrypi.com/news/more-memory-driven-price-rises/
1•calcifer•14m ago•0 comments

Level Up Your Gaming

https://d4.h5go.life/
1•LinkLens•18m ago•1 comments

Di.day is a movement to encourage people to ditch Big Tech

https://itsfoss.com/news/di-day-celebration/
2•MilnerRoute•19m ago•0 comments

Show HN: AI generated personal affirmations playing when your phone is locked

https://MyAffirmations.Guru
4•alaserm•20m ago•3 comments

Show HN: GTM MCP Server- Let AI Manage Your Google Tag Manager Containers

https://github.com/paolobietolini/gtm-mcp-server
1•paolobietolini•21m ago•0 comments

Launch of X (Twitter) API Pay-per-Use Pricing

https://devcommunity.x.com/t/announcing-the-launch-of-x-api-pay-per-use-pricing/256476
1•thinkingemote•21m ago•0 comments

Facebook seemingly randomly bans tons of users

https://old.reddit.com/r/facebookdisabledme/
1•dirteater_•22m ago•1 comments

Global Bird Count

https://www.birdcount.org/
1•downboots•23m ago•0 comments

What Is Ruliology?

https://writings.stephenwolfram.com/2026/01/what-is-ruliology/
2•soheilpro•25m ago•0 comments

Jon Stewart – One of My Favorite People – What Now? with Trevor Noah Podcast [video]

https://www.youtube.com/watch?v=44uC12g9ZVk
2•consumer451•27m ago•0 comments

P2P crypto exchange development company

1•sonniya•41m ago•0 comments

Vocal Guide – belt sing without killing yourself

https://jesperordrup.github.io/vocal-guide/
2•jesperordrup•45m ago•0 comments

Write for Your Readers Even If They Are Agents

https://commonsware.com/blog/2026/02/06/write-for-your-readers-even-if-they-are-agents.html
1•ingve•46m ago•0 comments

Knowledge-Creating LLMs

https://tecunningham.github.io/posts/2026-01-29-knowledge-creating-llms.html
1•salkahfi•47m ago•0 comments

Maple Mono: Smooth your coding flow

https://font.subf.dev/en/
1•signa11•53m ago•0 comments

Sid Meier's System for Real-Time Music Composition and Synthesis

https://patents.google.com/patent/US5496962A/en
1•GaryBluto•1h ago•1 comments

Show HN: Slop News – HN front page now, but it's all slop

https://dosaygo-studio.github.io/hn-front-page-2035/slop-news
6•keepamovin•1h ago•1 comments

Show HN: Empusa – Visual debugger to catch and resume AI agent retry loops

https://github.com/justin55afdfdsf5ds45f4ds5f45ds4/EmpusaAI
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Show HN: Bitcoin wallet on NXP SE050 secure element, Tor-only open source

https://github.com/0xdeadbeefnetwork/sigil-web
2•sickthecat•1h ago•1 comments

White House Explores Opening Antitrust Probe on Homebuilders

https://www.bloomberg.com/news/articles/2026-02-06/white-house-explores-opening-antitrust-probe-i...
1•petethomas•1h ago•0 comments

Show HN: MindDraft – AI task app with smart actions and auto expense tracking

https://minddraft.ai
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How do you estimate AI app development costs accurately?

1•insights123•1h ago•0 comments

Going Through Snowden Documents, Part 5

https://libroot.org/posts/going-through-snowden-documents-part-5/
1•goto1•1h ago•0 comments

Show HN: MCP Server for TradeStation

https://github.com/theelderwand/tradestation-mcp
1•theelderwand•1h ago•0 comments

Canada unveils auto industry plan in latest pivot away from US

https://www.bbc.com/news/articles/cvgd2j80klmo
3•breve•1h ago•1 comments
Open in hackernews

A Modular, Human-Centric LED System That Reacts to Circadian Patterns

1•emmasuntech•1mo ago
I’ve been building a small side project over the past few months: a modular LED lighting system that automatically adjusts color temperature, brightness, and distribution based on a person’s circadian rhythm, environment, and activity patterns.

The project started because I noticed how much artificial lighting affects focus, sleep quality, and even mood—yet most consumer lights only offer crude presets like “warm / cool / reading mode.” I wanted something smarter, more adaptive, and more open.

Key ideas behind the project

Circadian-aware light engine: A small local model predicts the ideal light temperature and intensity throughout the day, not just based on time but on actual behavior patterns.

Modular physical design: Each light module has its own driver + sensor bundle (ambient light, motion, color, noise levels). They magnetically attach and can sync or operate independently.

Local-first control: No cloud reliance. Everything runs on-device via a low-power microcontroller and a tiny inference model.

Contextual lighting modes: The system learns to differentiate between “late-night focus,” “winding down,” “creative work,” and “ambient mood,” then shifts lighting accordingly.

Open API: You can script scenes or behaviors using a simple JSON-based API. (Example: “If desk occupancy > 20 min and sound < 40dB, switch to 4200K focus mode.”)

Why develop this?

Most smart lights feel like toys or UI-driven gadgets. I wanted something that behaves more like a quiet assistant—ambient automation rather than app micromanagement.

Also, lighting tech has tons of unexplored potential. With LEDs as cheap and programmable as they are, it feels like an interesting frontier for personal well-being and workspace design.

What I’m looking for

Feedback on the hardware architecture and whether the modular approach makes sense

Suggestions on open-source licensing or sustainability for a small hardware/software hybrid project

Thoughts on whether people would actually use something like this—especially developers, creators, or remote workers

Anyone who has worked in lighting science, IoT hardware, or color perception research—I’d love your insights

Comments

Tracy978•1mo ago
Super interesting project. For a first version, I’d focus on the “feels great” basics: no flicker, smooth transitions with hysteresis (no hunting), and consistent color between modules (calibration + temperature drift compensation). Also, CCT alone isn’t enough—color quality (especially R9/R12) often explains why the same “Kelvin” still looks wrong: https://suntechlite.com/r12-and-r9-in-cri-why-these-importan...