Blog 385 posts

Notes from the trenches on AI engineering, LLM apps, and the full-stack work that holds it all together.

Berkeley's LOCUS dataset puts 2.2 million U.S. local laws in one searchable corpus
4 min read

Berkeley's LOCUS dataset puts 2.2 million U.S.…

LOCUS scrapes ordinances from 9,239 cities and counties, OCRs messy PDFs cheaply, and ships ModernBERT classifiers for paternalism, opacity, and enforcement discretion. Free on Hugging Face.

GLOSSOPETRAE proves LLMs code better in alien languages than in English
4 min read

GLOSSOPETRAE proves LLMs code better in alien…

GLOSSOPETRAE generates procedural coding languages from a seed. At full opacity, human legibility drops to ~15% while Opus and GPT hit 97-100% task accuracy. Human readability hurts model performance.

Hermes Agent blank slate mode: build agents with zero default tools
4 min read

Hermes Agent blank slate mode: build agents…

Nous Research added Blank Slate setup to Hermes Agent. You start with provider, files, and terminal only. Everything else stays off until you opt in, and the config survives hermes update.

All five major LLMs show pro-female hiring bias on Japanese resumes
4 min read

All five major LLMs show pro-female hiring…

A 43,200-call study on rirekisho-format resumes finds significant pro-female bias across Claude, GPT-4o, DeepSeek, Gemini, and Llama. Prompt fixes failed. Name removal helped but broke GPT-4o safety filters 42% of the time.

Stanford STORM turns any topic into a cited research report (31K GitHub stars)
4 min read

Stanford STORM turns any topic into a…

STORM researches topics via multi-perspective question asking, builds an outline from web sources, and writes long-form articles with citations. Free hosted demo or pip install knowledge-storm.

VIMPO beats GRPO on hard math benchmarks without training a critic
4 min read

VIMPO beats GRPO on hard math benchmarks…

VIMPO derives a policy-implied value function from KL-regularized RL optimality conditions. It improves over GRPO on AIME and OlympiadBench while staying critic-free. Code on GitHub.