Machine Learning

3 articles tagged "Machine Learning"

GuppyLM: A 9-Million-Parameter LLM Built in 130 Lines of PyTorch That Trains in 5 Minutes on a Free GPU

A developer has built GuppyLM — a tiny but functional language model with 9 million parameters, trained on 60,000 synthetic conversations using a vanilla transformer architecture written in roughly 130 lines of PyTorch. It trains to conversational competence in about 5 minutes on a free Google Colab T4 GPU. The project has 892 upvotes on Hacker News from developers who say it is the clearest educational LLM implementation they have seen.

D.O.T.S AI NewsroomApr 8, 20262 min read

Research

MetaClaw: The Framework That Trains AI Agents While You're in Meetings

A novel framework called MetaClaw, developed by researchers at four US universities, trains AI agents during idle periods identified by checking the user's calendar — turning meeting time into uninterrupted agent improvement without any operational disruption.

D.O.T.S AI NewsroomMar 30, 2026

Research

Meta's Hyperagents Don't Just Improve at Tasks — They Improve at Improving

Researchers at Meta and the University of British Columbia have built 'hyperagents' that can rewrite both the task-solving part of their code and the mechanism they use to improve. Unlike prior self-improving AI, the optimization loop itself becomes subject to optimization — breaking through the ceiling that has limited recursive self-improvement since the concept was first formalized.

D.O.T.S AI NewsroomMar 29, 2026