01 / CONTEXT
The problem to solve
Finding and qualifying opportunities across disconnected sources is repetitive, error-prone and difficult to track over time.
02 / ENGINEERING
From need to system
- Bring source discovery and opportunity tracking into one application workflow.
- Link recruiter information, enrichment and follow-up actions to relevant records.
- Design access control and secure handling around private professional information.
- Iterate on deduplication, source reliability and user-driven decision states.
03 / DESIGN DECISION
A meaningful choice
Keep the operational data and service credentials private while sharing the integration and product design lessons.
04 / EVIDENCE AND LIMITATIONS
What is actually documented
A private implementation exists. The available README documents a Notion-backed iteration; newer integrations and delivery state must be revalidated before being described as deployed.
05 / NEXT VALIDATIONS
How I would strengthen the proof
- Document the current source-of-truth architecture.
- Measure duplicate suppression and source freshness.
- Record how retries and partial source failures are handled.
These are planned validation steps, not already measured results.