The earlier LLM-generated pool had poor recall on plainly-positive words (champ,
shines, elated, kudos, jovial, frolic, upbeat, winner, medal…). Hand-curated a
batch of obvious uplifting words + synonyms, dictionary-validated and deduped:
228/201 → 251/224. The admin lookup/add tool remains for ongoing edge cases.
(The LLM is unreliable for exhaustive recall here, so human curation leads.)
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
thejayman77
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