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Extracts candidate lessons from terminal tasks (confirmed, negative, retest caution), gates them on cue + action + evidence, and makes extraction idempotent through a per-source evidence key. ARTEX_RSI_LESSONS selects off / shadow / inject. Shadow logs what would have been shown; inject appends a code-owned, data-not-instructions block after the planner and worker system prompts. No prompt mutation and no adoption: status stays candidate. Credit: the Library admission rule comes from harness2 (Google Research, Apache-2.0, arXiv 2610.14224); the gain taxonomy from awesome-rsi (lobehub).