Work
Case studies
Agent Simulation
testing voice and chat agents before real users do
- 60–70% reduction in testing effort through automated scenario generation.
- 50% cut in pre-production validation time.
- 2× faster issue detection before launch.
FutureAGI · 3 teams running simulations in beta without engineering supportView case study
Workbench
version control for prompt engineering
- 2× faster prompt iterations, with one-click version restore.
- 500-row test runs with no code, covering full input range.
- One-click eval let PMs decide on scores, not intuition.
FutureAGI · Adopted by ML engineeringView case study
Evaluation
the quality layer for AI outputs
- 70+ built-in eval templates across quality, safety, RAG, agents, audio, and image.
- One eval template definition runs identically across datasets, live tracing, simulations, and CI/CD.
- Feedback and retune turned evaluator disagreement into a training signal instead of a dead end.
FutureAGI · Shipped across FutureAGI’s platformView case study
Shipped projects
Old work: earlier projects and side gigs
FlyFin Membership Program
Helping freelancers in their financial journey by providing premium services. Nov 2023 – Jan 2024.

FlyFin AIView case study
SW Premier League
A cricket prediction game for ScoopWhoop, letting fans predict IPL match outcomes, climb a live leaderboard, and win prizes through the season.

ScoopWhoopView case study