🏗️ Building on HF

Dipankar Sarkar PRO

dipankarsarkar

4 709 137

https://www.dipankar.cc

AI & ML interests

Building the AI-native stack. Agents as infrastructure, safety as architecture, performance as plumbing. I publish the receipts: papers, datasets, demos.

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reacted to Quazim0t0's post with 🔥 25 minutes ago

Byrne-100M-Ultra-MC https://huggingface.co/Quazim0t0/Byrne-100M-Ultra-MC 114M looped transformer (SpikeWhale v2 / Byrne) with a parallel Memory Cache branch. Trained from scratch on a web/code/math mix, then SFT, then DPO. All three stages are in this repo. It's a small model. Fluent English, simple chat formatting, not a knowledge base, weak at code and multi-step reasoning. Numbers in Evaluation. Demo: https://huggingface.co/spaces/Quazim0t0/Byrne-100M-UltraX-MC-Chat

upvoted a paper 25 minutes ago

MathForm: Scaling Mathematical Autoformalization with Knowledge Retrieval and Verification-Guided Refinement

upvoted a paper 26 minutes ago

Personalized Auto-Research: Towards a True AI Co-Scientist

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