Understanding LLMs and Generative AI — AI Product Management Roadmap
The model family behind most current AI products
Steps in Understanding LLMs and Generative AI
- How Large Language Models Work (Product-Level) — beginner · Enough understanding of LLMs to make informed product decisions
- Context Windows and Their Product Implications — beginner · Why context length shapes what a feature can realistically do
- Hallucination and Its Product Consequences — beginner · Designing products that account for models being confidently wrong
- Multimodal Models and Their Use Cases — beginner · Where text, image, audio and video models are converging in products
- Open-Source vs Closed Models — beginner · Trade-offs in control, cost and capability between model types
Part of
- AI Product Management roadmap — the full learning path