Lessons Learned

Consequences the user stated — if you skip this, that happens — bound to the step they warn about.

Why it matters in a memory layer

The conclusion without the consequence is an instruction the system can only repeat. "The diff step matters most" can be recited; "if you skip it the numbers look fine and they aren't" can be acted on, explained, and argued with — it says the failure is silent, which is the entire reason the step matters.

Bind it while both halves are in hand. The trigger is usually a pronoun — "if you skip it" — referring to the previous sentence, which extraction has already turned into a different memory. Ten minutes later there is no it to resolve.

And count before building. This course's corpus states exactly one lesson in twenty-four turns; one row does not justify a store. What the count justifies is a change to the write path.

Connections

Taught in: Learning From Outcomes

Do not confuse with: Procedural Memory