Add marriage benchmark summary bridge

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## Relationship Adjudication
- `/Users/wuyongnaren/Documents/印度占星/docs/research/marriage_adjudicator_first_pass_audit_2026_06_27.md`
- `/Users/wuyongnaren/Documents/印度占星/docs/research/marriage_benchmark_summary_bridge_audit_2026_06_28.md`
- `/Users/wuyongnaren/Documents/印度占星/docs/research/isolated_asset_bridge_audit_2026_06_28.md`
- `/Users/wuyongnaren/Documents/印度占星/references/event_judgment_marriage.md`
- `/Users/wuyongnaren/Documents/印度占星/docs/superpowers/specs/2026-06-28-jaimini-marriage-bridge-v1-design.md`
- `/Users/wuyongnaren/Documents/印度占星/scripts/marriage_benchmark_summary.py`
## Wealth Adjudication
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# Marriage Benchmark Summary Bridge Audit - 2026-06-28
## Scope
This pass turns the v6.1 marriage verification dataset from a large historical JSON asset into a small adjudicator-ready summary.
## Entrypoint
- `/Users/wuyongnaren/Documents/印度占星/scripts/marriage_benchmark_summary.py`
- Source dataset: `/Users/wuyongnaren/Documents/印度占星/tests/test-data/verify-results-v6.1.json`
## Why This Was Needed
The v6.1 benchmark already contains:
- 18 public cases
- 26 marriage events
- Rao P1-P8 hit data
- UL / Argala / D7 / D60 / Karakamsha context
- divorce markers
But the useful event statistics were buried inside a large JSON file and a generated report. The new summary helper makes the benchmark reusable by strict adjudicators without requiring every agent to manually parse the full file.
## Current Summary
- `case_count = 18`
- `ascendant_match_count = 18`
- `marriage_event_count = 26`
- `divorce_event_count = 15`
- Rao hit distribution:
- `2/8`: 2 events
- `3/8`: 2 events
- `4/8`: 9 events
- `5/8`: 8 events
- `6/8`: 2 events
- `7/8`: 3 events
## Label-Lift Seed Cases
The helper exposes the strongest `label_lift_failure_seed` candidates:
- `Britney Spears|Kevin Federline|2004-10-06`
- `Elon Musk|Justine Wilson|2000-01-01`
- `Tom Cruise|Katie Holmes|2006-11-18`
- `Albert Einstein|Mileva Maric|1903-01-06`
- `Nelson Mandela|Winnie Madikizela|1958-06-14`
These are high-signal calibration targets for future relationship adjudicator work.
## Boundary
- The helper does not recompute astrology.
- It does not alter the source dataset.
- It does not promote `legal_marriage` or any other label by itself.
- It only exposes benchmark evidence in a stable shape.
## Regression Coverage
- `/Users/wuyongnaren/Documents/印度占星/tests/test_marriage_benchmark_summary.py`