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Show HN: MicroSafe-RL – Deterministic 1.18µs safety layer for Edge AI

https://github.com/Kretski/MicroSafe-RL
1•DREDREG•1h ago
I built MicroSafe-RL to solve the "hardware destruction" problem during Reinforcement Learning and Edge LLM deployment.

The Tech: It’s a bare-metal C++ interceptor using an EMA+MAD stability metric derived from Control Lyapunov Functions. Performance: 1.18 microseconds worst-case execution time (WCET). No heap, no dynamic allocation, just 24 bytes of state. The "Bridge": The latest update includes a Python-C++ bridge to use local LLMs (like Gemma 4 via Ollama) as robotic controllers while keeping them physically safe.

Currently under review at IEEE Transactions on Aerospace and Electronic Systems.

GitHub: https://github.com/Kretski/MicroSafe-RL

Lenovo ThinkPad P16 Gen 3 Review: RTX Pro 5000 Power in True Workstation Laptop

https://www.storagereview.com/review/lenovo-thinkpad-p16-gen-3-review-rtx-pro-5000-power-in-a-tru...
1•teleforce•5m ago•0 comments

Anthropic struggling with Chinese competition, its own safety obsession

https://www.theregister.com/2026/03/28/miss_anthropic_not_those_who/
1•davikr•10m ago•0 comments

Egypt's New Pyramid Scheme

https://economist.com/interactive/1843/2026/04/02/egypts-new-pyramid-scheme
1•andsoitis•15m ago•0 comments

Ask HN: Query Regarding WebRTC and PeerJS

1•rwasimsk•16m ago•0 comments

1 in 30 – Artemis, Greatness, and Risk

https://1517.substack.com/p/1-in-30-artemis-greatness-and-risk
2•areoform•18m ago•0 comments

Latest Lenovo Legion Tab Gen 5 tablet impresses in gaming and emulation tests

https://www.notebookcheck.net/Latest-Lenovo-Legion-tablet-impresses-in-gaming-and-emulation-tests...
1•teleforce•19m ago•0 comments

Series Seed (Sane Edition): The Goldilocks Financing for Seed-Stage Startups

https://www.flux.law/blog/series-seed-sane-edition
1•finsrud•20m ago•0 comments

Delve sets the record straight on anonymous attacks

https://delve.co/blog/delve-sets-the-record-straight-on-anonymous-attacks
2•frenchtoast8•20m ago•0 comments

Electron and React and TypeScript and Tailwind and Shadcn Starter Kit

https://github.com/p32929/electron-shadcn-typescript
1•alexdevson42•21m ago•0 comments

CCheckpoints: A checkpoint system for Claude Code CLI sessions

https://github.com/p32929/ccheckpoints
2•alexdevson42•22m ago•0 comments

ModelReins – The Browser for AI Tools

https://modelreins.com
2•mediagato•23m ago•1 comments

Netflix just dropped their first public model on Hugging Face: VOID

https://huggingface.co/netflix/void-model
3•rajtilakjee•29m ago•1 comments

Did Anyone Predict the Industrial Revolution?

https://lostfutures.substack.com/p/did-anyone-predict-the-industrial
2•paulpauper•34m ago•0 comments

Japan to require language proficiency proof for engineer, specialist visa

https://english.kyodonews.net/articles/-/73562
1•totetsu•34m ago•0 comments

Electricity Price Hub

https://electricity.heatmap.news/
1•dthread3•36m ago•1 comments

I Bought a 'GLP-3'

https://www.theatlantic.com/health/2025/12/retatrutide-underground-market/685400/
1•paulpauper•40m ago•0 comments

Blind marathon runner to be guided by smart glasses

https://www.bbc.com/news/articles/cz6732p2vpjo
1•1659447091•42m ago•0 comments

No One at Waffle House Remembers FEMA Official Who Says He Teleported In

https://www.nytimes.com/2026/04/03/us/fema-gregg-phillips-waffle-house-teleportation.html
5•jonas21•43m ago•1 comments

The Static Site's Generators

https://www.hgreer.com/StaticSiteGenerator/
1•QuadmasterXLII•53m ago•0 comments

Italy's famed Uffizi admits cyber-attack but denies security breach

https://www.bbc.com/news/articles/cy51wzeq6g5o
2•1659447091•53m ago•0 comments

Meta and Google Trial Loss Suggests Product Design Is Big Tech's Achilles' Heel

https://www.law.com/corpcounsel/2026/04/03/meta-and-googles-trial-loss-suggests-product-design-is...
1•1vuio0pswjnm7•54m ago•0 comments

Efficient Note-Taking in Emacs with Howm

https://emacs101.github.io/howm.html
2•DASD•57m ago•0 comments

How to Containerize a V Language Application with Docker

https://oneuptime.com/blog/post/2026-02-08-how-to-containerize-a-v-language-application-with-dock...
1•baranul•57m ago•0 comments

Tokyo turns its phone booths into free Wi-Fi hotspots, and

https://soranews24.com/2026/04/02/tokyo-turns-its-phone-booths-into-free-wi-fi-hotspots-and-heres...
1•rawgabbit•1h ago•0 comments

AI agents are now playing Mafia (social deduction with humans)

https://mafiamystery.com/agents
2•ttoast•1h ago•0 comments

Hedley Combs Davis passed away

https://twitter.com/MuseumCommodore/status/2040254304582603148
3•hnthrowaway0315•1h ago•0 comments

A broken auto-live poller, and what perceived urgency does to Claude Code

https://christophermeiklejohn.com/ai/zabriskie/reliability/2026/04/03/the-feature-that-has-never-...
3•cmeiklejohn•1h ago•1 comments

Let's be Honest about AI Coding

https://kenkantzer.com/lets-be-honest-about-ai/
3•lordofmoria•1h ago•0 comments

Towards Autonomous Protocol Proofs

https://will62794.github.io/formal-methods/2026/04/03/autonomous-protocol-proofs.html
1•we6251•1h ago•0 comments

What are Artemis II astronauts eating? Tortillas, coffee, lots of hot sauce

https://www.scientificamerican.com/article/what-are-nasas-artemis-ii-astronauts-eating-58-tortill...
1•1659447091•1h ago•0 comments