Bound the model’s job
Code owns calculations. The model handles ambiguous matching, and proposed follow-ons stay review questions until their timing and team are known.
Side project / 05
Staffing Risk Agent
Keep the arithmetic in code.
Overview
Staffing analysis combining deterministic calculations and bounded AI matching.
Key capabilities
- Reconcile mock staffing, project, and sales data into a reviewable risk summary.
- Match possible follow-on opportunities with a bounded model call.
- Retain deterministic findings when model output is missing or rejected.
Under the hood
Technical decisions
Inspect the decision
Run metadata records model dispositions and rejection reasons. Fixed evaluation fixtures exercise the matching boundary.
Current limitations
Uses mock source data. There is no persistent deduplication, so unchanged findings can recur. A sales close date does not establish a delivery start date.