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@willccbb
willccbb / read_paper.py
Last active August 28, 2025 01:53
Arxiv link to Markdown via Mistral OCR (h/t @simonw)
# /// script
# requires-python = ">=3.12"
# dependencies = [
# "click",
# "mistralai",
# "markdown",
# "requests",
# "beautifulsoup4",
# ]
# ///
@willccbb
willccbb / grpo_demo.py
Last active October 25, 2025 16:39
GRPO Llama-1B
# train_grpo.py
#
# See https://github.com/willccbb/verifiers for ongoing developments
#
"""
citation:
@misc{brown2025grpodemo,
title={Granular Format Rewards for Eliciting Mathematical Reasoning Capabilities in Small Language Models},
author={Brown, William},
@lisawolderiksen
lisawolderiksen / git-commit-template.md
Last active October 24, 2025 00:57
Use a Git commit message template to write better commit messages

Using Git Commit Message Templates to Write Better Commit Messages

The always enthusiastic and knowledgeable mr. @jasaltvik shared with our team an article on writing (good) Git commit messages: How to Write a Git Commit Message. This excellent article explains why good Git commit messages are important, and explains what constitutes a good commit message. I wholeheartedly agree with what @cbeams writes in his article. (Have you read it yet? If not, go read it now. I'll wait.) It's sensible stuff. So I decided to start following the