# Dev action items — 2026-07-15

## Detected errors
- **high_miss_rate**: 57 potential missed FN opportunities flagged

## Top reject reasons
- `impact_below_threshold`: 101
- `underlying_reaction_disagrees`: 4
- `duplicate_headline`: 2
- `REJECT_WIDE_SPREAD`: 1

## Learning candidates (not auto-applied)
- Reject reason 'impact_below_threshold' occurred 101 times on 2026-07-15
- Reject reason 'underlying_reaction_disagrees' occurred 4 times on 2026-07-15
- missed_due_to_scanner_gap: add category or source for: general_catalyst, general_catalyst, general_catalyst, general_catalyst, general_catalyst
- Scanner gap: SWING — Netflix's Q3 Earnings Report Could Lead to $21.5 Billion Swing in Market Value
- Scanner gap: XLE — Netflix's Q3 Earnings Report Could Lead to $21.5 Billion Swing in Market Value
- Scanner gap: SPY — Netflix's Q3 Earnings Report Could Lead to $21.5 Billion Swing in Market Value
- Scanner gap: QQQ — Netflix's Q3 Earnings Report Could Lead to $21.5 Billion Swing in Market Value
- AAPL had intraday confirmation window 09:45:00–09:46:00 (stored replay)
- AAPL replay final monitor status: pending_vwap_confirmation

## Next steps
1. Review missed_fast_news entries in missed_opportunities JSON
2. Tune NEWS_FEED_DELAY_SECONDS / sandbox grace if news_stale dominates
3. Promote learning rules only after 3+ validated days