Founder & Engineer
Insighta
- Engineered a real-time semantic clustering engine using max-member cosine similarity with threshold tuning (0.80 → 0.92) to eliminate centroid drift, automatically triggering alerts when 5+ students hit similar course concepts.
- Built a 966-line load-testing harness simulating staggered joins, traffic bursts, churn, and adversarial injections, proving platform stability for 138 concurrent users across 611 streamed AI responses.
- Architected an asynchronous streaming event pipeline where student POST requests trigger Postgres webhooks to Deno Edge Functions, embedding and clustering queries in real time for live analytics.
- Conducted 30+ professor interviews to validate demand, securing a Fall 2026 classroom pilot and earning $15,000 in awards from the Overbeeke Family Entrepreneurship Excellence Award and Velocity Cornerstone Pivot Award.