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FDA Intends to Take Action Against Non-FDA-Approved GLP-1 Drugs

https://www.fda.gov/news-events/press-announcements/fda-intends-take-action-against-non-fda-appro...
1•randycupertino•1m ago•0 comments

Supernote e-ink devices for writing like paper

https://supernote.eu/choose-your-product/
1•janandonly•3m ago•0 comments

We are QA Engineers now

https://serce.me/posts/2026-02-05-we-are-qa-engineers-now
1•SerCe•3m ago•0 comments

Show HN: Measuring how AI agent teams improve issue resolution on SWE-Verified

https://arxiv.org/abs/2602.01465
2•NBenkovich•3m ago•0 comments

Adversarial Reasoning: Multiagent World Models for Closing the Simulation Gap

https://www.latent.space/p/adversarial-reasoning
1•swyx•4m ago•0 comments

Show HN: Poddley.com – Follow people, not podcasts

https://poddley.com/guests/ana-kasparian/episodes
1•onesandofgrain•12m ago•0 comments

Layoffs Surge 118% in January – The Highest Since 2009

https://www.cnbc.com/2026/02/05/layoff-and-hiring-announcements-hit-their-worst-january-levels-si...
5•karakoram•12m ago•0 comments

Papyrus 114: Homer's Iliad

https://p114.homemade.systems/
1•mwenge•12m ago•1 comments

DicePit – Real-time multiplayer Knucklebones in the browser

https://dicepit.pages.dev/
1•r1z4•12m ago•1 comments

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

https://arxiv.org/abs/2601.14340
2•PaulHoule•14m ago•0 comments

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

https://github.com/dshearer/misatay
2•dshearer•15m ago•0 comments

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

https://drmowinckels.io/blog/2026/sitrep-functions/
1•todsacerdoti•15m ago•0 comments

Achieving Ultra-Fast AI Chat Widgets

https://www.cjroth.com/blog/2026-02-06-chat-widgets
1•thoughtfulchris•17m ago•0 comments

Show HN: Runtime Fence – Kill switch for AI agents

https://github.com/RunTimeAdmin/ai-agent-killswitch
1•ccie14019•20m 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•21m 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/
3•randycupertino•22m 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
3•breve•27m ago•0 comments

Show HN: Animated beach scene, made with CSS

https://ahmed-machine.github.io/beach-scene/
1•ahmedoo•28m ago•0 comments

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

https://neosmart.net/blog/efta00400459-has-been-cracked-dbc12-pdf-liberated/
3•ks2048•28m ago•0 comments

Was going to share my work

1•hiddenarchitect•32m ago•0 comments

Pitchfork: A devilishly good process manager for developers

https://pitchfork.jdx.dev/
1•ahamez•32m ago•0 comments

You Are Here

https://brooker.co.za/blog/2026/02/07/you-are-here.html
3•mltvc•36m 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•37m 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•37m ago•0 comments

Vouch: A contributor trust management system

https://github.com/mitchellh/vouch
3•SchwKatze•37m 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•38m ago•0 comments

Tiny C Compiler

https://bellard.org/tcc/
5•guerrilla•40m ago•0 comments

Y Combinator Founder Organizes 'March for Billionaires'

https://mlq.ai/news/ai-startup-founder-organizes-march-for-billionaires-protest-against-californi...
4•hidden80•40m ago•4 comments

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

1•Yogender78•41m ago•1 comments

OpenClaw Addresses Security Risks

https://thebiggish.com/news/openclaw-s-security-flaws-expose-enterprise-risk-22-of-deployments-un...
2•vedantnair•41m ago•0 comments
Open in hackernews

Show HN: I turned algae into a bio-altimeter and put it on a weather balloon

https://radi8.dev/blog/stratospore/
142•radeeyate•2mo ago
Hi HN - My name is Andrew, and I'm a high school student.

This is a write-up on StratoSpore, a payload I designed and launched to the stratosphere. The goal was to test if we could estimate physical altitude based on algae fluorescence (using a lightweight ML model trained on the sensor data).

The blog post covers the full engineering mess/process, including:

- The Hardware: Designing PCBs for the AS7263 spectral sensor and Pi Zero 2 W.

-The biological altimeter: How I tried to correlate biological stress (fluorescence) with altitude.

- The Communications: A custom lossy compression algorithm I wrote to smash 1080p images down to 18x10 pixels so I could transmit them over LoRA (915 Mhz) in semi-real-time.

The payload is currently lost in a forest, but the telemetry data survived. The code and hardware designs are open source on GitHub: https://github.com/radeeyate/stratospore

I'm happy to answer technical questions about the payload, software, or anything else you are curious about! Critique also appreciated!

Comments

nonameiguess•2mo ago
It's great that opportunities like this exist. Doing a project like this at all is such valuable experience. You must have learned a ton and can take that with you for all future projects. The only real quibble is the experimental setup is not really scientifically valid. UV light on its own kills algae, so you're going to detect a monotonic effect roughly equivalent to the altitude increase assuming a reasonably constant rate of altitude increase just from the cumulative exposure. That's not the same thing as detecting a change purely because of altitude.

Who cares, though? Scientists train for many years to learn the details of experimental methods in their specific domain. The engineering and hacking experience on its own is what really matters here.

sbalula•2mo ago
Congrats on the interesting project! I was curious to know more about the scientific payload: how did you measure the fluorescence? Did you apply excitation light continuously? Or did you rely on ambient light and correct for it when measuring fluorescence? Did you have a control on earth to compensate for any biological related effects? UV and even blue light can stress or even kill cells, or bleach the fluorescence proteins. How do you expect altitude to influence fluorescence? It would be great to look at some data (could not find it on the blog, or github). Acrylic blocks a substancial portion of the UV light!

Edit: Definetely agree with other comment that the whole experience is more important than these details.

radeeyate•2mo ago
Thank you for the kind words! The fluorescence was originally meant to be measured with an AS7273 spectrometer (unfortunately bought a different one, still worked fine though), and measuring ~680 nm. Certainly not a great setup but it worked fine. Light was ambient through acrylic, and I found out far too late that UV blocking effects. Despite that, I feel like the data is still somewhat valid, maybe. I did do some testing with it back on earth, though I can't remember how it correlated.

The data I have is here: https://github.com/radeeyate/StratoSpore/blob/main/software/... - just be warned that the altitude data still isn't the exact same as it was while in the air (GPS not working so I had to take it from someone else).

westurner•2mo ago
From https://hps.org/publicinformation/ate/q12178/ :

> UV light, a form of energy, is defined as light having wavelengths between 100 nanometers (nm, 1 billionth of a meter in length) and 400 nm. [...]

> Most acrylic plastics will allow light of wavelength greater than 375 nm to pass through the material, but they will not allow UV-C wavelengths (100–290 nm) to pass through.

In terms of photonic permittivity, Glass is better for cold frames and the like, because acrylic filters out UV light.

Also, Hydrogen peroxide (H2O2) is an algaecide.

/? hydrogen peroxide algaecide https://www.google.com/search?q=hydrogen+peroxide+algaecide

ihaveajob•2mo ago
This is so interesting. I have nothing to add, other than congratulations, and good luck on your next project.
rncode•2mo ago
the 1080p ->> 18x10 pixel compression just to yeet images over LoRA is honestly more impressive than the algae part
hdjrudni•2mo ago
It's amusing but I'm not sure I understand the point. Wouldn't it be better to use that bandwidth for more sensor data?
radeeyate•2mo ago
Image data and telemetry were sent in different messages, so it wasn't too much of a bottleneck. The images were about ~100 bytes while the telemetry was roughly 40.
ginkgotree•2mo ago
This is absurdly impressive. If you have any interest in doing some more flight software work in aerospace / space / missile systems, shoot me an email scott@orcrist.com
Razengan•2mo ago
++++Cool points for that name alone!
codetiger•2mo ago
This is very interesting, would love to hear more about the algae based measurements.

Meanwhile in my attempt with High altitude balloon, I tried sending a whole image over Lora successfully of course in chunks.

https://codetiger.github.io/blog/sending-large-data-like-ima...

nickmcc•2mo ago
As an alternative to Lora, check out https://github.com/projecthorus/wenet
nrhrjrjrjtntbt•2mo ago
Keep doing amazing stuff and telling us about it. Very cool!