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A BSOD for All Seasons – Send Bad News via a Kernel Panic

https://bsod-fas.pages.dev/
1•keepamovin•38s ago•0 comments

Show HN: I got tired of copy-pasting between Claude windows, so I built Orcha

https://orcha.nl
1•buildingwdavid•41s ago•0 comments

Omarchy First Impressions

https://brianlovin.com/writing/omarchy-first-impressions-CEEstJk
1•tosh•6m ago•0 comments

Reinforcement Learning from Human Feedback

https://arxiv.org/abs/2504.12501
1•onurkanbkrc•6m ago•0 comments

Show HN: Versor – The "Unbending" Paradigm for Geometric Deep Learning

https://github.com/Concode0/Versor
1•concode0•7m ago•1 comments

Show HN: HypothesisHub – An open API where AI agents collaborate on medical res

https://medresearch-ai.org/hypotheses-hub/
1•panossk•10m ago•0 comments

Big Tech vs. OpenClaw

https://www.jakequist.com/thoughts/big-tech-vs-openclaw/
1•headalgorithm•13m ago•0 comments

Anofox Forecast

https://anofox.com/docs/forecast/
1•marklit•13m ago•0 comments

Ask HN: How do you figure out where data lives across 100 microservices?

1•doodledood•13m ago•0 comments

Motus: A Unified Latent Action World Model

https://arxiv.org/abs/2512.13030
1•mnming•13m ago•0 comments

Rotten Tomatoes Desperately Claims 'Impossible' Rating for 'Melania' Is Real

https://www.thedailybeast.com/obsessed/rotten-tomatoes-desperately-claims-impossible-rating-for-m...
3•juujian•15m ago•1 comments

The protein denitrosylase SCoR2 regulates lipogenesis and fat storage [pdf]

https://www.science.org/doi/10.1126/scisignal.adv0660
1•thunderbong•17m ago•0 comments

Los Alamos Primer

https://blog.szczepan.org/blog/los-alamos-primer/
1•alkyon•19m ago•0 comments

NewASM Virtual Machine

https://github.com/bracesoftware/newasm
2•DEntisT_•21m ago•0 comments

Terminal-Bench 2.0 Leaderboard

https://www.tbench.ai/leaderboard/terminal-bench/2.0
2•tosh•22m ago•0 comments

I vibe coded a BBS bank with a real working ledger

https://mini-ledger.exe.xyz/
1•simonvc•22m ago•1 comments

The Path to Mojo 1.0

https://www.modular.com/blog/the-path-to-mojo-1-0
1•tosh•25m ago•0 comments

Show HN: I'm 75, building an OSS Virtual Protest Protocol for digital activism

https://github.com/voice-of-japan/Virtual-Protest-Protocol/blob/main/README.md
5•sakanakana00•28m ago•1 comments

Show HN: I built Divvy to split restaurant bills from a photo

https://divvyai.app/
3•pieterdy•30m ago•0 comments

Hot Reloading in Rust? Subsecond and Dioxus to the Rescue

https://codethoughts.io/posts/2026-02-07-rust-hot-reloading/
3•Tehnix•31m ago•1 comments

Skim – vibe review your PRs

https://github.com/Haizzz/skim
2•haizzz•32m ago•1 comments

Show HN: Open-source AI assistant for interview reasoning

https://github.com/evinjohnn/natively-cluely-ai-assistant
4•Nive11•33m ago•6 comments

Tech Edge: A Living Playbook for America's Technology Long Game

https://csis-website-prod.s3.amazonaws.com/s3fs-public/2026-01/260120_EST_Tech_Edge_0.pdf?Version...
2•hunglee2•36m ago•0 comments

Golden Cross vs. Death Cross: Crypto Trading Guide

https://chartscout.io/golden-cross-vs-death-cross-crypto-trading-guide
3•chartscout•39m ago•0 comments

Hoot: Scheme on WebAssembly

https://www.spritely.institute/hoot/
3•AlexeyBrin•42m ago•0 comments

What the longevity experts don't tell you

https://machielreyneke.com/blog/longevity-lessons/
2•machielrey•43m ago•1 comments

Monzo wrongly denied refunds to fraud and scam victims

https://www.theguardian.com/money/2026/feb/07/monzo-natwest-hsbc-refunds-fraud-scam-fos-ombudsman
3•tablets•48m ago•1 comments

They were drawn to Korea with dreams of K-pop stardom – but then let down

https://www.bbc.com/news/articles/cvgnq9rwyqno
2•breve•50m ago•0 comments

Show HN: AI-Powered Merchant Intelligence

https://nodee.co
1•jjkirsch•52m ago•0 comments

Bash parallel tasks and error handling

https://github.com/themattrix/bash-concurrent
2•pastage•52m ago•0 comments
Open in hackernews

How AI on Microcontrollers Works: Operators and Kernels

https://danielmangum.com/posts/ai-microcontrollers-operators-kernels/
83•hasheddan•7mo ago

Comments

Neywiny•7mo ago
In the same way "embedded" is relative, I appreciate the author's recognition that "edge" is relative. For some, AI at the edge means on-prem server farms. For some it means a mini-pc. For others, maybe an SBC. Here it's a microcontroller. Further still is AI within the sensors a microcontroller would talk to. That's probably just another microcontroller but still.
woliveirajr•7mo ago
Microcontrollers all the way down
astrobe_•7mo ago
There's "micro" and "micro". The microcontroller operating a simple coffee machine, or a simple washing-machine is probably 8 or 16 bits. This is what I would call "bare metal", as they don't run an OS, only off-the-shelf frameworks at best.

For "bigger" devices, it's usually a Cortex inside a system-on-chip or system-on-module, 32 bits single core and a few Mb of RAM for low-end (enough to run regular Linux distro instead of uClinux for instance), 64 bits multicore for high-end devices that deal with audio/video. That kind of business is often resource-hungry in every way.

I work with that kind of stuff, and to me these "microcontrollers" are just monsters that I hesitate to call "micro" when some of my coworkers work on much smaller chips with only a few K of RAM available.

Neywiny•7mo ago
I do wish sometimes they used the bigger micro, though. We have some power supplies that technically have an Ethernet interface. But when using it, even for SCPI over TCP (forget about the virtual front panel that takes a minute to update), it lags so bad the output enable button needs a few tries to toggle. I should practice yanking the positive wire for an emergency
amelius•7mo ago
Indeed. Is nVidia Jetson "edge" or not?
simgt•7mo ago
Of course it is. Edge mostly stands for network edge, Jetsons aren't meant to be deployed in data centers.
amelius•7mo ago
I don't understand why we need a separate "lite" format for microcontrollers.

Wouldn't it be advantageous if we used ONNX for everything? https://onnx.ai/

batuhandumani•7mo ago
tf-lite micro library has many advantages, and the first of these is the tensorFlow framework itself. You can train the model easily and then implement the same or a similar architecture on esp-32s without much effort. Another advantage is its optimization and you can easily intervene in various memory optimizations and even though it is not a large one, it does have a community.

Apart from these, for example, the author implemented the model the traditional way using C, but it is more convenient to use tf-lite micro on esp32s with the Berry script language.

However, since I have never used onnxin this kind of project, I cant speak to its advantages, so comparisons are difficult from my perspective. But as I said, tf-lite and offer benefits like easy integration, good optimization, and as the name implies, tensorFlow.

gozzoo•7mo ago
What about the so called NPUs which are present in some modern microcontroller chips?