u/mattjcoles

wrote up how i anchor spec sections to code with ast-grep rules - each section maps to a structural query, agents use it to navigate, and a CI gate catches drift when the code moves out from under the spec

Open weights got close enough to run at home this year, not by needing more RAM but the reverse: sparse attention, MoE, latent KV compression, multi-token prediction and four-bit quant.