Proof of work
Things I have shipped, and what they cost to get right
Product manager working at the seam of federal student aid policy and software. I turn ambiguous regulation into shipped, testable, publicly verifiable tools.
2026 · Product, policy interpretation, engineering
Project SOR — Schedule of Reductions calculator
An open calculator for the OBBBA less-than-full-time Direct Loan reduction, built for financial aid offices and the students they serve.
- Audiences served
- 4
- Regression tests
- 89 passing
- Public endpoints
- V1 + V2
- Source-labelled fixtures
- psr-001…008
2026-27 cycle · Product, content architecture
COD annual update, productised
Turning the yearly Common Origination and Disbursement technical update into readable, gated, brand-owned segments.
- Award year
- 2026-27
- Format
- Segmented briefs
- Access
- Gated
2026 · Product, API design
Making a policy engine agent-callable
An MCP server and versioned public contract so AI agents can answer Schedule of Reductions questions with the real engine instead of guessing.
- MCP tools
- 5
- Contract versions
- V1 + V2
- Auth
- Public, read-only
Work with me
I am most useful where the requirements are still regulation, the stakes are compliance, and someone has to decide what the software will actually claim. Product strategy, policy interpretation, API contracts, and shipping.