BioLight – Passive entropy engine: raw randomness and 0 post-processing
BioLight is a new kind of entropy engine. It passively accumulates entropy over time, from volatile raw inputs, filtering only the statistically elite samples. No hashing, no whitening, no compression (still 7.9+ Shannon entropy). Entropy is stored and exported in raw form, transparently. Designed to run indefinitely, grows stronger and purer over time, and be verifiable by anyone. Released under the Ladaxia_Public_License. Open to all feedback: scientific and practical. Github: https://github.com/Ladaxia/BioLight Contact: [email protected]
Does the same job
all alternatives →- ITI turned algae into a bio-altimeter and put it on a weather balloonNov 2025 · radi8.dev · ▲142
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…

- OSOpen-source version of Anthropic's internal analytics engineJun 2026 · github.com · ▲15
Hey HN, here's the repo if you'd like to try it out: https://github.com/Kaelio/ktx Blog post here: https://www.kaelio.com/blog/open-source-anthropic-internal-d... Would love your feedback.
We Beat MLPerf: Modern Storage for KV Offload and LLM Training18h ago · theopenlake.com · ▲35High performance storage engine for efficient LLM inference and GPU Training.
- OAOpytimizer – A Nature-Inspired Python Optimizer2021 · ▲23
https://github.com/gugarosa/opytimizer Did you ever reach a bottleneck in your computational experiments? Are you tired of selecting suitable parameters for a chosen technique? If yes, Opytimizer is the real deal! This package provides an easy-to-go implementation of meta-heuristic optimizations. From agents to search space, from internal functions to external communication, we will foster all research related to optimizing stuff. Use Opytimizer if you need a library or wish to: - Create your optimization algorithm; - Design or use pre-loaded optimization tasks; -…
- EAEntropy A.I2017 · github.com · ▲12
More dev tools this month
the category →



Open-source GTM skills for technical founders
Dev tools · 29d ago · gtmcofounder.com

OpenTrailPaper is open-source bike computer firmware for the LilyGO T5S3 4.7" E-Paper PRO. It supports offline maps, GPX routes, FIT recording and Bluetooth sensors.
Dev tools · 2d ago · opentrailpaper.com

Launched alongside, April 2025
the whole month →- IB
Hi everyone, I built PyXL — a hardware processor that executes a custom assembly generated from Python programs, without using a traditional interpreter or virtual machine. It compiles Python -> CPython Bytecode -> Instruction set designed for direct hardware execution. I’m sharing an early benchmark: a GPIO test where PyXL achieves a 480ns round-trip toggle — compared to 14-25 micro seconds on a MicroPython Pyboard - even though PyXL runs at a lower clock (100MHz vs. 168MHz). The design is stack-based, fully pipelined, and preserves Python's dynamic typing without static type restrictions.…
Dev tools · 2025 · runpyxl.com
- UC
Life & fun · 2025 · filiph.github.io
- IB
https://the-pocket.github.io/Tutorial-Codebase-Knowledge/
AI · 2025 · github.com


