GenAI

this is a work in progress mental dump on interesting intersections between how we use and design a harness, implications for memory being accumulated over long timescales, and the search bitter lesson we can’t escape this

1 skill, 20 commands, and curated anti-patterns for impeccable frontend design.

Spec‑Driven Development helps align intent between humans and AI, but enterprise adoption requires cultural change, workflow integration, and scalable collaboration patterns.

Multimodal embeddings allow AI systems to search and reason across text, images, audio, and video in their native formats. This blog covers the key intuitions behind how this all works and walks through three practical implementations using Weaviate and Gemini.

practice made claude perfect

A collection of notebooks/recipes showcasing some fun and effective ways of using Claude. - anthropics/claude-cookbooks

agent-sandbox enables easy management of isolated, stateful, singleton workloads, ideal for use cases like AI agent runtimes. - kubernetes-sigs/agent-sandbox

Steering hooks achieved a 100% accuracy pass rate across 600 evaluation runs, compared to 82.5% for simple prompt-based instructions and 80.8% for graph-based workflows.