#Architecture

turbovec is a Rust-backed vector index with Python bindings that implements Google's TurboQuant algorithm — compressing 31 GB of float32 embeddings down to 4 GB while beating FAISS on search speed. No training, no warmup, no drama. Here's why it matters for anyone building RAG pipelines.

AI coding assistants are powerful but directionless — they do exactly what you ask, right up until they don't. OpenSpec is a spec-driven development framework that puts a planning layer between your intent and the generated code. This post breaks down what it is, how it works, where it actually helps, and where it still falls short.

BMAD (Breakthrough Method for Agile AI-Driven Development or Build More Architect Dreams) is an open-source framework that replaces chaotic AI-assisted coding with structured, role-based agent workflows. Here's what changed in v6, why the token savings are real, and whether it's worth adopting.

Shopify's GraphQL Cardinal swaps recursive depth-first execution for a breadth-first model and gets 15x faster field execution, 90% less memory, and 4+ seconds off P50 latency. Here's why the default traversal strategy was always the wrong one at scale — and what they did about it.