We have the first durable Abundance system shape in place: a live nurse-facing concierge app, a database for nurse/candidate-side profile history and matching state, callable workflow routes for intake and match creation, deployed MCP endpoint references, a Staff Headcount Agent, and a matching layer that returns visible reasons rather than black-box decisions.
The current implementation supports the core operating path: capture profile context, preserve intake history, create or update demand/supply records, inspect staff/headcount context through chat, generate suggested matches, and keep the recruiter/human review boundary visible.
We also received the Paylocity active-headcount export as private source data for the next staff/operator integration pass. That data is acknowledged here as an artifact, but employee-level records are not included in the public delivery.
The next useful review is a walkthrough of the live app, Staff Headcount Agent, DB, callable actions, staff/jobs MCP boundaries, and agent recommendation boundary using the generated delivery page and walkthrough artifacts.