Files
trumpsignal-backend/app
k eb8ee9ea91 feat(kol-v2): fix soft-signal recall — bullish/bearish over mention, category tickers
Two failure modes addressed:

1. Soft/indirect bullish signals classified as 'mention' instead of 'bullish'
   The prompt now explicitly lists casual English and Chinese expressions that
   count as bullish/bearish (not mention):
   - EN: 'looks interesting here', 'has room to run', 'wouldn't be short'
   - ZH: '感觉还有空间', '可以关注', '这里不错', '有上涨空间'
   mention is now reserved for ZERO directional lean (historical refs, neutral
   examples). Previously the vague boundary caused the model to use mention
   conservatively, losing real signals.

2. Category-level calls lost when no specific ticker named
   'memecoin season', 'memes look good', '梗币最近不错' had no ticker to attach
   to. Added synthetic tickers: MEME, ALTCOIN, DEFI, AI — the model uses these
   when the view is about the category, not a specific coin.
   Normalizer allows synthetic tickers through the len>12 guard.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-05-29 20:04:25 +08:00
..
2026-04-20 23:05:59 +08:00
2026-04-20 23:05:59 +08:00