Product and design context engineering for agentic workflows

​The PM role is shifting from manager to orchestrator. Teams are building repeatable AI agent systems across strategy, design, delivery, analytics, and ops. What holds it together is context engineering: structured, current, shared product and design knowledge.

- The TASK framework for agentic PM and practical starting use cases
- Product and design context engineering: version-controlled artifacts agents can use
- Keeping context current and accessible across product, design, and engineering
- A live walkthrough of the Product Map setup you can implement yourself
- For PMs and design leaders exploring AI agents (not just chatbots), and anyone slowed down by scattered product and design context.

About Matvey Bryksin
/mbryksin
Matvey Bryksin is a Co-founder and CEO of an AI-powered product management copilot productmap.io.
He is a product and design leader who launched graphica product design studio and 50k+ design community). Previously led a portfolio of robotics products at Arrival.

Product Map is an agentic product management platform for PMs, founders, and product teams.
It helps teams apply AI to all stages of product lifecycle using their actual product context rather than generic prompts.
With 15+ AI agents, product context management, personalized PM learning plans, and 60+ expert-led topics, Product Map brings practical AI tools, frameworks, and best practices into the PM workflow.