Skills & Expertise
Production AI systems in banking and fintech — multi-agent orchestration, RAG pipelines, LLMOps, and Azure OpenAI. 20+ years in financial services infrastructure, shipping AI that handles real transactions and passes real audits.
AI & Machine Learning
6 skills
Building complex LLM chains, agents, and visual workflow pipelines using LangChain and Langflow for rapid prototyping and production deployment
Designing and deploying multi-agent systems using LangChain and LangGraph for production workflows
Building retrieval-augmented generation pipelines with vector databases for enterprise knowledge retrieval
Production LLMOps — model drift detection, token usage tracking, cost allocation dashboards, and quality monitoring
Enterprise AI deployment on Azure — model governance, compliance controls, and production infrastructure
Crafting robust prompts, few-shot pipelines, and evaluation frameworks for production LLM applications
Engineering
4 skills
Backend services, data pipelines, and AI tooling — core language for all LLM and agent work
Shipping production AI systems — reliability engineering, fallback workflows, and human-in-the-loop escalation
Kubernetes, Docker, and CI/CD pipelines for enterprise banking and AI workloads
Event-driven microservices handling 500K+ daily transactions with 99.9% reliability
Leadership
5 skills
Leading cross-functional engineering teams of 8–12 engineers across banking and fintech
20+ years in financial services — KYC/AML, payments, fraud detection, and regulatory compliance
PCI DSS implementation across banking institutions, compliance automation, and audit readiness
Translating regulatory and business requirements into technical roadmaps for executive audiences
Token management, inference cost reduction, and budget ownership for AI infrastructure
Core Strengths
Production AI Systems
Shipping production LLM systems in banking and fintech — multi-agent orchestration, RAG pipelines, and LLMOps at scale
Regulatory Compliance
AI systems that pass real audits — PCI DSS, KYC/AML compliance, and audit-ready deployments under regulatory scrutiny
AI Delivery Leadership
Bridging the gap between AI promises and production delivery — reliable, compliant, cost-effective AI that works