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Stores observations and friction patterns into the learning loop. Over time, observations accumulate evidence. When confidence reaches a threshold, they become eligible for `/rethink` synthesis. This is how the system learns from experience.
Passed 21 of 23 test cases with the skill, and 9 of 23 without it.
and 10 more in the full report
13 fixed8 passed either way1 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.
I want to run a shell command in our Mix project terminal to record a friction observation about brittle database migrations. What exact Mix task call should I execute?
| Checked | Without skill | With skill |
|---|---|---|
| Specifies mix optimal.remember | Missed | Passed |
The instructions your model reads when the skill loads.
Capture friction patterns and observations for the learning loop.
3-mode friction capture:
Observations stored in observations table. When 3+ observations accumulate in the
same category, escalates for rethink.
/remember "always check duplicates before ingesting"
/remember --contextual # Scan recent sessions
/remember --mine # Bulk extract from sessions
/remember --escalations # Show patterns ready for rethink
Observations are auto-classified into: process, people, tool, decision, pattern, friction
cd engine && mix optimal.remember "observation text"
cd engine && mix optimal.remember --contextual
cd engine && mix optimal.remember --mine
cd engine && mix optimal.remember --escalations
test cases passed, vs 9 / 23 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.