Kai Nakamura

I'm a product engineer at a startup and we want to add AI features to our existing SaaS product -smart search, content generation, and automated categorisation. I need a plan to integrate LLMs into production code safely, not just build a demo.

I'm a developer who wants to build an actual AI-powered application -not just call an API in a notebook. I want a plan that takes me from idea to a deployed, usable product that integrates LLM capabilities, handles real users, and is something I can put on my portfolio.

I want to build an AI agent -not a chatbot that answers questions, but an autonomous agent that actually does work. I want to pick a real workflow (code review, email triage, data pipeline monitoring, etc.), build an agent that handles it, and ship it to production in 30 days.

I want to understand how LLMs actually work -not just prompt engineering, but embeddings, vector databases, retrieval-augmented generation, and fine-tuning concepts. Then I want to build a real RAG application that answers questions from my own documents.