Selected work
Work, systems
and decisions.
The useful unit of work is not a screenshot. It is the chain from problem and constraint to decision, system, outcome and learning.
FundRobin · applied ai · product strategy
Building an AI-native funding workflow
How FundRobin connects grant discovery, matching, donor intelligence and proposal work into one AI-assisted product workflow.

Method
What a case study should prove.
- 01
Judgment. Why this problem, choice or constraint mattered.
- 02
Mechanism. How the product, system or operating model actually worked.
- 03
Evidence. What changed, what was measured, and what remains uncertain.
- 04
Learning. What the experience changed about the next decision.