Every AI tool starts fresh. The same instructions, decisions, and explanations have to be repeated again and again.

Coming back after a few days often feels like starting over. Valuable progress disappears between sessions and handoffs.

Outcomes are easy to find, but the reasoning that shaped them often disappears. Without the why, good decisions become hard to trust or reuse.

New engineers receive the codebase, but not the journey behind it. Learning takes weeks instead of days.
