The Vinny Blog

Notes from the front line of property operations

Product releases, customer results, and what we’re learning building the AI teammate for the living sectors.

Behind the agent

Six months of knowledge work in five minutes. The difference was parallelism.

Read the article ->
Behind the Agent, a Vinny engineering series — episode 01, Parallelism. Diagram of the five-step per-client agent pipeline: read existing knowledge records, restructure and categorise, consolidate duplicates and flag gaps, search approved sources to fill gaps, and a review agent that checks the output.