Corrections become rules
A fix you make once is captured as a rule the agent keeps. The same drift stops needing the same correction.
Your agent doesn't improve.
Your projects do.
An AI agent is fixed until the next model ships. On its own, it makes the same mistakes next week that it makes today — and when a new model does arrive, it can behave differently enough that you have to recalibrate.
Tapestry watches across all your projects and turns recurring friction into structure — so the work keeps getting better even though the agent stays the same.
Every project hits the same kinds of friction — a correction repeated, a workflow redone, context re-explained. Tapestry captures it once and turns it into structure the agent reuses.
- a correction you keep repeating
- a workflow you redo by hand every time
- a mistake that keeps coming back
- context you re-explain every session
- a decision the agent forgets
- a fix that doesn't stick
Because solving the same problem twice is where projects quietly lose their momentum.
Why it matters
Same agent.
Better every week.
An agent doesn't learn between releases. The improvement in your work can't come from the agent alone — it comes from what accumulates around it: the corrections, decisions, and patterns captured as structure. That structure survives a model change instead of resetting with it.
That's what makes sure:
- the same correction stops coming back
- repeated work becomes a reusable skill
- decisions survive between sessions
- improvements carry across all your projects
- a new model doesn't reset what you've built
Tapestry builds that structure automatically.
What becomes structure
Friction goes in. Structure comes out.
The recurring friction in your work gets captured in a form the agent reuses — automatically.
Repeated work becomes skills
Work you do the same way again and again compiles into a named skill, available in every project by reference.
Decisions become memory
What you decided and why is kept and recalled, instead of re-explained from scratch each session.
Patterns become structure
Friction that recurs across projects is surfaced and turned into durable structure you reuse everywhere.
The observer watches for what recurs, so it becomes structure before it becomes a recurring cost.