I'm a ML Engineer turned B2B PM, 2X Founder and Angel Investor with +12yrs in product. I hold a MBA, B.Eng, and B.IT (CS). This is my LinkedIn profile.
My interest are in model selection, finetuning, inference optimisation, RAG, RL and search. I'm diving into these topics to get hands-on experience that translates into business value.
Currently learning:
- 🧠 AI Agents: single-agent, multi-agent, MCP-based, browser agents, voice agents, local agents
- 🗂️ RAG: simple chains → agentic RAG → hybrid search → local RAG
- 🚀 Fine-tuning: testing how to finetune small to mid-size open weight models for Text-to-SQL on MacOSX and Google Tensorflow
- 📉 Token Math: research on optimizing token cost, pricing products and generate ROI
- 📦 MLOps: productionizing AI/ML systems with SageMaker and Bedrock
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🎯 B2B Product Leader, 2X Founder, Early-stage advisor / investor, Fractional CPO
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📚 Writing on AI, Product, GTM and Leadership on (GrowthVector)[https://growthvector.substack.com]
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🤖 Building what's next in AI Agents, RAG, or LLMs? I'd love to chat and share input.