Hacker News Reader

AWTomon Two parallel neural ectoderm progenitors contribute to the developing brain

There is some research on layer duplication on existing pre-trained models. This paper also references layer skipping: https://aclanthology.org/2025.findings-emnlp.967.pdf

AWTomon Data centers trigger voter backlash

The cost argument is wrong. Compare Gemini 2.5 Pro to Gemma 4 31B.

Released only 10 months later, a tiny open-weights model outperforms what was once SOTA. Fable and 5.6 Sol will be outperformed by laptop-class models next year.

AWTomon DisplayMate

I’ve always used lagom.nl/lcd-test/

AWTomon Building an HTML-first site doubled our users overnight

> Cloudflare will not let you run an image heavy site on its own

Cloudflare R2 object storage is S3-compatible, offers free egress, and does not share their CDN product's fair use policy against image-heavy use. Storage is 65% the per-GB cost of S3.

AWTomon FLUX.1 Kontext

Thanks for sharing, this was a great read.