Understand the WUPHF Operator MLP Build Plan
mainThe Operator MLP (Minimum Loveable Product) plan defines the transition of WUPHF from a multi-agent/notebook-based system to a streamlined 'Operator' platform focused on inbound routing and scoring.
Core Concept: The Operator Loop
The goal is to enable users (like RevOps managers) to automate manual triage tasks through a specific loop:
- Capture: A user narrates a process via screen-share/voice.
- Build: An Internal Tool is generated, consisting of a UI tab (for interacting with data) and a Workflow tab (the logic engine).
- Run & Digest: The tool processes requests and provides a daily summary (e.g., via Slack/Email).
- Improve: The user iterates on the tool via chat or through proactive detection of their manual activities.
Key Components
- Internal Tool: A composite object containing a workflow specification, an app-builder UI, and (eventually) a Data store.
- gbrain: The central Knowledge/context backend, served as an MCP server. It replaces legacy embedding and indexing systems.
- Workflow Engine: The core logic that executes the
trigger → enrich → score → guard → routesequence. - App Builder: A UI component used to construct the interface for the Internal Tool.