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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•6m ago•1 comments

Deeper into the shareing of one air conditioner for 2 rooms

1•ozzysnaps•8m ago•0 comments

Weatherman introduces fruit-based authentication system to combat deep fakes

https://www.youtube.com/watch?v=5HVbZwJ9gPE
1•savrajsingh•9m ago•0 comments

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

http://www.effacermonexistence.com/rcc-hn-1-1
1•formerOpenAI•10m 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•14m ago•0 comments

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

https://ponyalpha.pro
1•qzcanoe•19m ago•1 comments

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

https://github.com/Goofygiraffe06/tunbot
1•g1raffe•21m ago•0 comments

Open Problems in Mechanistic Interpretability

https://arxiv.org/abs/2501.16496
2•vinhnx•27m 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•31m ago•0 comments

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

https://github.com/virattt/dexter
1•Lwrless•33m ago•0 comments

Digital Iris [video]

https://www.youtube.com/watch?v=Kg_2MAgS_pE
1•vermilingua•38m ago•0 comments

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

https://essentialcdn.fluidity.workers.dev/
1•telui•39m ago•1 comments

They Hijacked Our Tech [video]

https://www.youtube.com/watch?v=-nJM5HvnT5k
1•cedel2k1•42m ago•0 comments

Vouch

https://twitter.com/mitchellh/status/2020252149117313349
30•chwtutha•42m 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•43m 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•45m ago•0 comments

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

https://recap.studio/
1•fx31xo•47m ago•0 comments

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

1•kachapopopow•53m ago•0 comments

Vectors and HNSW for Dummies

https://anvitra.ai/blog/vectors-and-hnsw/
1•melvinodsa•55m 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

High Performance Image Sensor Processing Using FPGAs [pdf]

https://oda.uni-obuda.hu/bitstream/handle/20.500.14044/10350/Gabor_S_Becker_ertekezes.pdf
87•teleforce•7mo ago

Comments

mikewarot•7mo ago
That's quite an extensive tour through the world of image signal processing.

I can't quite grok the filter added to the DDS to generate twiddle factors for FFTs. I'll have to re-read that section a few time for it to sink in.

qoez•7mo ago
FPGAs? This is something I assumed was processed long ago with ASICs
0xfedcafe•7mo ago
what do you mean? in image processing or in general? in general they're used a lot where performance is important, especially in high frequency trading, crypto-mining, etc. also they're quite important for image processing in defence/medical imaging.
fennecbutt•7mo ago
But asics are a big $$$ ask.
meindnoch•7mo ago
Sure. If you buy like a million units.
wmf•7mo ago
Yes, many SoCs already have an ISP core. Maybe FPGAs are used in low-volume specialized cameras.
15155•7mo ago
Every digital ASIC design is simulated on FPGAs first.
FirmwareBurner•7mo ago
Every? On which FPGA did Nvidia simulate the 5090?
Traster•7mo ago
If you go to nvidia's jobs website today you'll find they're actively hiring FPGA developers for ASIC prototyping. Obviously they're not dumping their 5090 RTL straight into some 10 metre wide FPGA chip. First, they grab the largest FPGA you can get your hands on - the FPGA vendors tend to have a couple of comically expensive comically large SKUs for specifically this purpose. Then you pop a few of them onto a development board and partition your design across the cluster of FPGAs with some custom interconnect, orchestration and DFT stuff. FPGAs offer quite a compelling way of getting test mileage vs simuluation/emulation in software.
Kirby64•7mo ago
Every. If I was to guess, NVidia probably uses Cadence Palladium/Protium solutions[1]. They're basically industry standard, and essentially everyone uses Cadence design tools for circuit design.

[1]: https://www.cadence.com/en_US/home/tools/system-design-and-v...

15155•7mo ago
You don't need to simulate the design completely/simultaneously. The FPGA sim implementation might only contain 1 CUDA SM, for instance.

For large ASIC designs like this, companies often use numerous (12+) FPGAs connected via transceivers on dedicated simulation boards.

kvemkon•7mo ago
> 3.5 Hardware Implementation of Flat-Field Correction

Shouldn't one use some hardware description language (HDL) in such chapters? Or I've overlooked where the code is placed?

CamperBob2•7mo ago
It's left as an exercise to the student^H^H^H^H^H^H^H LLM.