• Pioneered MAINA, a production multi-agent AI platform (LangGraph/CrewAI/AG2 + AWS Bedrock on ECS Fargate), demonstrating a path to increase compliance catalog coverage from 20.1% to 90% and reducing control deployment from months to days. Pitched as an enterprise foundation service with adoption across 3 100+ engineer orgs.
• Led AI adoption for a 174-engineer org: 82.7% tool adoption rate, 6.8x deployment productivity gain, 1.5x–3x coding efficiency improvement; established an AI-first engineering culture org-wide.
• Architected the RISC Control Plane (RCP), a 5-layer event-driven workflow platform (Step Functions, Lambda, DynamoDB, ECS) orchestrating 100+ states across 16+ step types. Achieved PE/Sr. PE alignment across the TSE org; projected to save $330M OpEx and enable 4x more control launches.
• Led design and delivery of CERS, a compliance automation platform integrating 6+ internal services; achieved PE alignment across 3 orgs and preserved $6B+ in GMS since launch.
• Built SENSOr-fastsearch: FAISS&OpenSearch vector index + SageMaker model hosting with automated hotswap (<10 min), delivering millisecond-latency real-time compliance lookups that replaced weekly batch jobs.
• Designed Core Service ML inference pipeline (OTF/VCS/MDS integration, 170+ product features) and Lambda-based pre/post processing; reduced infrastructure cost 60x. Built regulatory data ingestion framework (Glue/Step Functions/ECS) driving data quality coverage 0→100%.
• Led org-wide OE campaign: 79 production packages raised to 98%+ unit test coverage. Eliminated 200+ hours/month of manual operational work. Designated Security Certifier for the retail org.
