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Can graph neural networks for biology realistically run on edge devices?

https://doi.org/10.21203/rs.3.rs-8645211/v1
1•swapinvidya•8m ago•1 comments

Deeper into the shareing of one air conditioner for 2 rooms

1•ozzysnaps•10m ago•0 comments

Weatherman introduces fruit-based authentication system to combat deep fakes

https://www.youtube.com/watch?v=5HVbZwJ9gPE
1•savrajsingh•11m ago•0 comments

Why Embedded Models Must Hallucinate: A Boundary Theory (RCC)

http://www.effacermonexistence.com/rcc-hn-1-1
1•formerOpenAI•13m ago•2 comments

A Curated List of ML System Design Case Studies

https://github.com/Engineer1999/A-Curated-List-of-ML-System-Design-Case-Studies
3•tejonutella•17m ago•0 comments

Pony Alpha: New free 200K context model for coding, reasoning and roleplay

https://ponyalpha.pro
1•qzcanoe•21m ago•1 comments

Show HN: Tunbot – Discord bot for temporary Cloudflare tunnels behind CGNAT

https://github.com/Goofygiraffe06/tunbot
1•g1raffe•24m ago•0 comments

Open Problems in Mechanistic Interpretability

https://arxiv.org/abs/2501.16496
2•vinhnx•29m ago•0 comments

Bye Bye Humanity: The Potential AMOC Collapse

https://thatjoescott.com/2026/02/03/bye-bye-humanity-the-potential-amoc-collapse/
1•rolph•34m ago•0 comments

Dexter: Claude-Code-Style Agent for Financial Statements and Valuation

https://github.com/virattt/dexter
1•Lwrless•35m ago•0 comments

Digital Iris [video]

https://www.youtube.com/watch?v=Kg_2MAgS_pE
1•vermilingua•40m ago•0 comments

Essential CDN: The CDN that lets you do more than JavaScript

https://essentialcdn.fluidity.workers.dev/
1•telui•41m ago•1 comments

They Hijacked Our Tech [video]

https://www.youtube.com/watch?v=-nJM5HvnT5k
1•cedel2k1•45m ago•0 comments

Vouch

https://twitter.com/mitchellh/status/2020252149117313349
31•chwtutha•45m ago•5 comments

HRL Labs in Malibu laying off 1/3 of their workforce

https://www.dailynews.com/2026/02/06/hrl-labs-cuts-376-jobs-in-malibu-after-losing-government-work/
2•osnium123•46m ago•1 comments

Show HN: High-performance bidirectional list for React, React Native, and Vue

https://suhaotian.github.io/broad-infinite-list/
2•jeremy_su•47m ago•0 comments

Show HN: I built a Mac screen recorder Recap.Studio

https://recap.studio/
1•fx31xo•50m ago•0 comments

Ask HN: Codex 5.3 broke toolcalls? Opus 4.6 ignores instructions?

1•kachapopopow•55m ago•0 comments

Vectors and HNSW for Dummies

https://anvitra.ai/blog/vectors-and-hnsw/
1•melvinodsa•57m ago•0 comments

Sanskrit AI beats CleanRL SOTA by 125%

https://huggingface.co/ParamTatva/sanskrit-ppo-hopper-v5/blob/main/docs/blog.md
1•prabhatkr•1h ago•1 comments

'Washington Post' CEO resigns after going AWOL during job cuts

https://www.npr.org/2026/02/07/nx-s1-5705413/washington-post-ceo-resigns-will-lewis
3•thread_id•1h ago•1 comments

Claude Opus 4.6 Fast Mode: 2.5× faster, ~6× more expensive

https://twitter.com/claudeai/status/2020207322124132504
1•geeknews•1h ago•0 comments

TSMC to produce 3-nanometer chips in Japan

https://www3.nhk.or.jp/nhkworld/en/news/20260205_B4/
3•cwwc•1h ago•0 comments

Quantization-Aware Distillation

http://ternarysearch.blogspot.com/2026/02/quantization-aware-distillation.html
2•paladin314159•1h ago•0 comments

List of Musical Genres

https://en.wikipedia.org/wiki/List_of_music_genres_and_styles
1•omosubi•1h ago•0 comments

Show HN: Sknet.ai – AI agents debate on a forum, no humans posting

https://sknet.ai/
1•BeinerChes•1h ago•0 comments

University of Waterloo Webring

https://cs.uwatering.com/
2•ark296•1h ago•0 comments

Large tech companies don't need heroes

https://www.seangoedecke.com/heroism/
3•medbar•1h ago•0 comments

Backing up all the little things with a Pi5

https://alexlance.blog/nas.html
1•alance•1h ago•1 comments

Game of Trees (Got)

https://www.gameoftrees.org/
3•akagusu•1h ago•1 comments
Open in hackernews

Show HN: dspx — Serverless-friendly DSP for Node.js (native C++ + Redis state)

https://github.com/A-KGeorge/dspx
4•a-kgeorge•2mo ago

Comments

a-kgeorge•2mo ago
I built dspx after hitting a wall with real-time EMG processing in Node.js.

Problem: 2 kHz × 8 channels → filters → decimation → FFT. JS is too slow; the Python sidecar is complex; WASM lacks native threading.

Solution: Native C++ DSP with Redis-persisted state. Workers process a chunk, save state in ~1–2ms, die, and resume elsewhere. Serverless DSP without losing filter history.

Repo: https://github.com/a-kgeorge/dspx Benchmarks: https://github.com/a-kgeorge/dspx-benchmark npm: https://www.npmjs.com/package/dspx

a-kgeorge•2mo ago
DSP Primitives: • STFT, Mel-spectrogram, MFCC • FIR/IIR (Butterworth, Chebyshev, Parks-McClellan) • Time + FFT convolution • Decimation, resampling, rectification • Hilbert transform, wavelet decomposition

Infrastructure • Multi-channel streaming (audio, biosignals, IoT) • Redis-backed persistence • TypeScript-first API w/ full type safety • SIMD: AVX2 / SSE2 / NEON

Performance (i5-12600T • Node 22.21.1 • 16GB RAM): • 1 pipeline → ~34M samples/s • 32 pipelines → ~101M samples/s • Small inputs → sub-ms p50 • With Redis → ~31ms p50 / ~39ms p99 • Zero leaks over 10k+ save/restore cycles

Benchmark repo: https://github.com/a-kgeorge/dspx-benchmark

a-kgeorge•2mo ago
Code Example:

const pipeline = await createDspPipeline({ redisHost: "localhost", redisPort: 6379, stateKey: "dsp:user:ch1", });

pipeline .filter({type:"butterworth",mode:"bandpass",lowCutoffFrequency:20,highCutoffFrequency:450}) .stft({windowSize:512,hopSize:160}) .melSpectrogram({numMelBands:26}) .mfcc({numCoefficients:13});

await pipeline.process(audioData, {sampleRate:16000}); const state = await pipeline.saveState(); // worker dies → new worker await pipeline.loadState(state);

Platform • x64 + ARM • Tested on Pixel 9 Pro XL (stable; NEON tuning pending) • Node 18/20/22 • N-API v8 • Prebuilds for x64 (Linux/macOS/Win) • ARM compiles once → works like normal

Why not WASM? • Native threading • AVX2/SSE2/NEON • Zero-copy buffers to/from Redis • Clean integration w/ Node streams

a-kgeorge•2mo ago
Who It’s For • Node backends running streaming DSP • Systems needing stateful pipelines + fault tolerance • Teams avoiding separate Python/C++ services • IoT gateways w/ intermittent workloads

Not ideal: • Browser-only DSP (use WebAudio) • Hard realtime (<1ms) embedded audio

Help Wanted • Portable NEON optimization (FFT + convolution) • Kafka integration (batching / backpressure / checkpoints) • Production war stories

Status STFT / Mel / MFCC Convolution + FFT (native C/C++) Redis persistence stable ARM functional (not optimized) 891 tests passing Kafka integration (seeking input)

Repos: https://github.com/a-kgeorge/dspx https://github.com/a-kgeorge/dspx-benchmark