What I'm doing now

Exploring where AI meaningfully improves product UX without adding noise — working on smart input systems, contextual suggestions and adaptive layouts that respect user intent.

Rebuilding the OCR ingestion stack with better fallback strategies, multi-engine routing (Tesseract + Surya + Azure) and real-time progress feedback. Goal: 99% uptime and <2s median processing for standard docs.

Adding automatic health checks, zero-downtime deploy rollouts for Docker containers, and a proper off-site backup strategy.

Testing pricing models for Menu Planner and exploring revenue streams beyond consulting.

Drafting a series on frontend architecture decisions, self-hosted infrastructure patterns, and the intersection of product thinking and engineering.

Mapping out the next iteration of the renovation planning tool — better calendar integration, budget tracking, and contractor coordination.