All capabilities Proof it stays yours · learns

It doesn’t make the same mistake twice.

Every failure is investigated, resolved, and filed as a verified lesson the agent consults next time — institutional memory that compounds with use.

How a failure becomes a lesson

A halt or error is diagnosed against the trail. Once a root cause and fix are confirmed, the lesson is recorded with the context that made it matter.

Verified, not assumed. A lesson logged mid-debugging stays provisional until its cause and solution are confirmed — contradictions don’t get treated as knowledge.

How rulings and fixes become lessons
Causal recordcau·a7b8c9d0
produced_bylearning_loop.file
decisionlesson_filed
stateverified
scopecause + fix confirmed
lesson recorded — consulted next time

Invariant A failure becomes a lesson only once its cause and fix are verified. The same mistake does not recur.

Go deeper — lessons & the final court

How operator rulings and resolved failures become durable lessons, without polluting the record with unverified guesses.

Read the doctrine