RAAV Blog
Agent memory, launch readiness, and founder workflows — not generic code-scan hype.
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Product Management Memory for AI Agent Teams
Your roadmap may be in Notion while your agents work from chat. Product management memory is the small, durable record that keeps goals, tasks, and decisions consistent between the two.
By Ville Ylläsjärvi · July 2, 2026
How to Give Claude Code Persistent Project Memory
A strong Claude Code session can still leave the next session guessing. Here is a practical way to keep product decisions, task ownership, and verification outside the chat transcript.
By Ville Ylläsjärvi · June 25, 2026
Launch Checklist for AI-Built Apps in 2026
A launch checklist is only useful when every check points to evidence. This is the short list I use to separate “the agent said done” from work I would actually release.
By Ville Ylläsjärvi · June 18, 2026
Developer Handoff Without Two Weeks of Discovery
When a freelancer leaves or you hire your first engineer, product memory beats Slack threads and git blame.
By Ville Ylläsjärvi · June 11, 2026
All posts
Why AI Coding Agents Fail Without Product Memory
Two recent studies looked at tens of thousands of pull requests written by coding agents. The pattern is uncomfortable: agents can produce code quickly, but they still lose context, take on work nobody wanted, and hand reviewers changes that are too broad to trust.
Product Management Memory for AI Agent Teams
Your roadmap may be in Notion while your agents work from chat. Product management memory is the small, durable record that keeps goals, tasks, and decisions consistent between the two.
How to Give Claude Code Persistent Project Memory
A strong Claude Code session can still leave the next session guessing. Here is a practical way to keep product decisions, task ownership, and verification outside the chat transcript.
Launch Checklist for AI-Built Apps in 2026
A launch checklist is only useful when every check points to evidence. This is the short list I use to separate “the agent said done” from work I would actually release.
Developer Handoff Without Two Weeks of Discovery
When a freelancer leaves or you hire your first engineer, product memory beats Slack threads and git blame.
Why AI Agent Sessions Forget Your Product (And What to Do About It)
Cursor, Codex, and Claude Code start from different sessions. The fix is not a longer prompt; it is a small project record that survives all three.