The AI Product Manager Mindset: Building Products That Actually Ship
Lessons on bridging the gap between AI engineering and product management.
Read ArticleAI Product Manager & Strategist
Building LLM-powered products, autonomous agentic systems, and RAG-enabled architectures. 10+ years of cross-functional leadership across SaaS, travel tech, and digital agencies.
Driving enterprise AI transformation from proof-of-concept to production
AI Transformation Lead and hands-on AI engineer with deep experience building and shipping production AI systems — multi-step Agentic AI pipelines, RAG architectures, LLM API integrations, and autonomous workflow agents. Currently leading end-to-end AI transformation initiatives at Think Studio, building multi-step agentic systems and RAG pipelines on Vercel with streaming LLM endpoints and multi-provider AI routing.
Founder of Aiqarus LLC, an enterprise AI agent platform targeting regulated industries (healthcare, legal, insurance, finance) with compliance-first infrastructure aligned to SOC 2, HIPAA, GDPR, and EU AI Act — featuring multi-agent orchestration with DAG-based workflows, smart model routing (~6x LLM cost reduction), and human-in-the-loop approval gates.
Previously drove AI transformation at Agoda, building SASA (an AI-powered workflow automation system) that automated 35+ approval workflows, reduced SLA cycle times by 40%, and achieved 85% AI tool adoption within 60 days. Strengthened through Antler's venture-building environment, applying founder-level discipline in rapid prototyping and validating venture-scale AI opportunities.
LLMs, RAG, Agentic Systems, MCP
SFT, QLoRA, SimPO, GGUF
Enterprise Adoption & Change Mgmt
SOC 2, HIPAA, GDPR, EU AI Act
6 Products Launched
Roadmaps, PRDs, GTM, Pricing
C-suite Reporting & Stakeholders
4 Countries, 12+ Markets
A showcase of AI systems, products, and automation solutions I've built
A comprehensive toolkit for building and deploying intelligent systems
Continuous learning and professional development
Scrum Alliance • Credential ID: 001260903
Thoughts on AI, product development, and technology leadership
Lessons on bridging the gap between AI engineering and product management.
Read ArticleKey lessons learned from implementing RAG systems in production environments.
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Open to AI transformation leadership, engineering roles, and strategic collaborations