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.
Transforming complex challenges into intelligent, scalable solutions
AI Engineer & AI Product Manager with deep experience building LLM-powered products, autonomous agentic systems, RAG-enabled retrieval architectures, and large-scale AI automation. Focused on designing intelligent, reliable, and observable AI systems that operate in real-world enterprise environments.
Currently developing a next-generation auto-deploying agent platform that integrates proactive task execution, persistent memory, evaluator-as-judge logic, containerized agent deployments, and full execution traceabilityโaddressing major gaps in reliability, reasoning, safety, and observability across AI products.
Strengthened through participation in Antler's venture-building environment, applying founder-level discipline in problem discovery, competitive analysis, rapid prototyping, and validating venture-scale opportunities.
LLMs, RAG, Agent Systems
GTM, Roadmaps, PRDs
Workflows, Pipelines, CI/CD
6 Products Launched
PyTorch, AWS, GCP, Docker
600%+ ROI, Growth, SEO
Cross-functional Teams
4 Countries, 12+ Markets
A showcase of AI systems, products, and automation solutions I've built
A comprehensive toolkit for building intelligent systems
A journey through AI, product, and leadership
Selected for intensive venture-building program. Conducted market research, competitive analysis, and customer discovery. Developed B2B AI product concepts leveraging LLMs, RAG, and multi-agent orchestration.
Launched AI-powered workflow automation. Built LLM workflows for intent detection, ticket creation, and routing. Deployed AI agent for auto-building partner decks. Led 5-member ops team.
Led cross-functional teams for enterprise projects. Managed contract negotiations, client relationships, and revenue growth. Successfully delivered 7+ projects using EOS framework.
Achieved 6-figure MRR with 600%+ ROI on paid channels. Launched 6 new products. Orchestrated Brand Ambassador program across 12 countries. Built marketing and BD teams.
Managed 900+ client portfolio. Completed 45+ projects personally. Led team of 4 WordPress developers. Handled security, migrations, and compliance (508, ADA, WCAG).
Continuous learning and professional development
Scrum Alliance โข ID: 001260903
Complete Course โข 2025
SAT: 2070 | IELTS: 7.5
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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