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Governed Operations System

Independent consulting · delivered

A queryable operations knowledge library for a small-business client, with a human committing every change.

Stack

  • LLM orchestration
  • Conversation-corpus mining
  • Request routing
  • Controlled structure
  • Git-based tuning

For a small-business client: a governed-AI operations system, a layered private corpus surfaced through a single routed assistant that recommends actions while a human commits every change. The architecture is my IP, and client business content stays confidential.

It mines unstructured conversation history into a structured, queryable library (voice profiles, decision rules, records), routed so the right part surfaces per request. Nothing persists or deploys autonomously: every update is a reviewed, human-committed step.

Confidential client work, so the codebase and the client's business internals stay private. How I designed and stood up the system, though, we can absolutely discuss on request.