AI Product Manager & Senior Systems Architect with 8+ years scaling high-load MarTech/FinTech platforms, engineering autonomous agent fleets, and driving product vision from MVP to PMF.
Architecting production-grade AI systems, multi-agent workflows, and scalable B2B platforms.
Validating hypotheses, driving MVP→PMF discovery, and optimizing AI unit economics & token margins.
Orchestrating autonomous agents with deterministic state, AST threat scanning, and MCP tool execution.
In-database hybrid vector retrieval and Generative Engine Optimization for AI search overviews.
Building interactive conversational avatar pipelines with sub-second WebRTC streaming.
The 4-layer framework deployed at Adsy.com and PitchAvatar to eliminate hallucinations and achieve enterprise reliability.
Multimodal document parsing (Claude 3.5 Sonnet / Azure), preserving spatial bounding boxes and provenance metadata.
Dense HNSW vector search fused with BM25 lexical ranking and Cross-Encoder re-ranking for sub-1% retrieval errors.
Regex and AST threat scanning on tool parameters, $500 destructive approval gates, and Redis Redlock idempotency.
Continuous trajectory testing with LLM-as-a-Judge, golden reference datasets, and -60% token cost optimization.
Real-world results delivered across conversational video AI, multi-agent frameworks, and high-load platforms.
Architected an interactive conversational avatar pipeline responding to live audience questions, integrated two-way CRM sync (HubSpot, Salesforce), and deployed commercial seat monetization.
Deployed autonomous multi-agent pipelines with Redis/PostgreSQL persistence, programmatic JSON-LD entity knowledge graphs, and content engines optimized for Perplexity, ChatGPT Search, and Google Gemini.
Led 12+ engineers and data scientists, building real-time parsers with automated captcha handling and proxy rotation, and cutting payment friction in high-throughput transaction flows.
Supervised real-time lead qualification auctions in insurance and lending, deploying OCR vision extraction with human-in-the-loop verification queues.
8+ years of engineering and technical product leadership from SpaceTech systems to autonomous AI agents.
Architected and tested spacecraft navigation subsystems (MS-2-8, Sich-2-1), maintaining 99.9% telemetry compliance and system accuracy. Built rigorous engineering foundation in zero-defect fault tolerance.
Comprehensive AI engineering stack backed by enterprise product management leadership.
Available for AI Product Manager, Technical Product Lead, and Senior Agentic AI Architect roles & consulting.