Decentralized execution of multi-agent LLM workflows requires deterministic memory persistence and local fallback execution without relying on unstable external cloud APIs. Needed unified IPC pipeline and schema validation across heterogeneous model agents.

Over the last week I've been looking into creating a basic web-service to easily interact with my lights around my flat. Currently, I have two Yeelights and a LightPack, which is located on the back of my TV.