Track pattern evidence and ongoing language learning
Assistant: codex Assistant-Model: gpt-6-astra Assistant-Session: 01a0cffe-206f-7323-89d3-b20ca4cf4bf9
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@ -64,3 +64,19 @@ support or reject the current hypothesis; record remaining uncertainty. Do not
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stretch source claims to meet a pattern-count target. Preserve superseded conclusions
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through Git history and link the replacement. Reopen a conclusion when new evidence
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invalidates a stated assumption.
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## Evolution record at cycle close
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Register a bounded question with the [learning-cycle template](../../templates/LearningCycle.md)
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before execution. Follow the [evolution method](../evolution/README.md): append the
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outcome (including corroboration or inconclusive results), record effort or explicit
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unknowns, update affected evidence profiles, and run `make evolution-report
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evolution-check evolution-test`. Capture a snapshot at the review boundary after
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candidate changes are committed. Preserve superseded conclusions and failed trials.
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Research milestones close bounded work; the language keeps learning. Compare returns
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only across prospective cycles with comparable stream/protocol/question scope and
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effort accounting. Review at least three such cycles before discussing a trend; that
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review is not proof of a plateau. Do not pool historical assertion or citation counts
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as discoveries. Human validation, independent recurrence and demonstrated usefulness
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remain separate obligations from metadata correctness.
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