Design and operate end-to-end identity graph features: ingest/normalize public records, build entity-resolution/linking systems, ship low-latency customer APIs, manage Postgres schema and zero-downtime migrations, optimize performance and scale, and implement multi-tenant access control and webhook delivery at production scale.

Design, build, and operate production LLM-driven agents that crawl, extract, and verify web evidence to enrich business identities. Own classification, discovery, linkage, risk scoring, shared agent infrastructure, model/tool selection, prompt engineering, eval methodology, and cost/latency optimizations for real-time enrichment pipelines.

Design, build, and operate a cryptographic identity substrate (issuer/mint, JWS/JWT formats, Merkle audit log, real-time revocation, Passport account service). Implement high-performance edge verification, operator integrations, and work across a Python 3.13 monorepo and Go services for production-grade, observable identity systems.