linum.ai
linum.ai is 2B-Parameter P-JiT (Apache 2.0). It is ranked #5397 on the Dev Radar, in Other, first seen 2 h ago and shared in 1 post (48 views).
Training a Text-to-Image Model for $21K | Field Notes by Linum Introduction Pressure testing the Pyramid-JiT (P-JiT) Training Regime Model Limitations Appendix A – Training Settings Introduction Contents × Introduction Pressure testing the Pyramid-JiT (P-JiT) Training Regime Model Limitations Appendix A – Training Settings Research · 10 min read Training a Text-to-Image Model for $21K Sahil Chopra & Manu Chopra Co-CEOs @ Linum · November 4, 2026 Road to Linum v3 · Issue 04 previously: P-JiT In our last blog post, we iterated towards P-JiT, a pixel-space architecture that cut attention context windows by 4× while converging in 11× fewer…
What people said about linum.ai on X
crazy new release out of a 2-person lab of brothers! huge props to @LinumInc (@schopra909 and manu chopra) for oss-ing this! 🤗 the code for it was written by opus 5.5 🤯 try it out on this space here: https://huggingface.co/spaces/hugging-apps/pjit-21k p.s. it tried its best for a microduck! 🦆🤗
— @halcyonrayes, 2 h ago · 0 likes · see the post
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linum.ai in numbers
- Rank on the Dev Radar: #5397 of 9335
- Shared in 1 post by 1 account: @halcyonrayes
- 48 views on those posts
- First seen 2 h ago, last shared 2 h ago
- Pricing seen by AGK Intelligence: open source
- Market: Other
FAQ
What is linum.ai?
2B-Parameter P-JiT (Apache 2.0) It was first shared on X 2 h ago and is ranked #5397 on the Dev Radar.
Is linum.ai free?
It is open source.
Who shared linum.ai?
1 account on X, including @halcyonrayes, in 1 post totalling 48 views.
Every post is read and classified by AGK Intelligence: what it is, which market it belongs to, and whether the link is a real tool. 31.7k posts from 5k X accounts over the last 21 days, 9.3k tools, 12 markets. New posts are collected several times an hour and the full ranking is recomputed every hour — last update 2026-11-05 06:12 UTC. Full method.