A working history.

• Scaled a claims reconciliation platform processing 800K+ healthcare claims daily, keeping pricing models, payer adjudications and internal ledgers in financial parity for 300+ practices.
• Designed deterministic claims-matching algorithms across EHR, payer remittance and ledger data, cutting unreconciled claims from thousands to fewer than 50.
• Built payment integrations across multiple EHRs, enabling embedded healthcare payments and contributing to a 2× increase in annual contracted revenue.

Music Partner Experience

• Built backend licensing infrastructure for multi-track audio on Instagram, with real-time rights validation across millions of users.
• As the team’s Music ML subject-matter expert, built ML pipelines that improved beat and BPM detection by 30% and expanded rhythm and genre coverage to 99.9%.
• Unified Facebook and Instagram audio muting, replacing full-video takedowns with audio-only muting and growing Reels music adoption.
• Led a multi-quarter consolidation of Meta’s media rights-checking and attribute systems into one backend.

Ads Manager · Product Infrastructure

• Designed reusable React and Hack frameworks that let partner teams rapidly build integrations across advertiser workflows.
• Built data pipelines, scalable APIs and management UIs for advertiser configuration, streamlining onboarding and reducing churn.

• Introduced granular bot permissioning, hardening API security and enabling deprecation of broad legacy scopes.