docs: add volume analysis enhancements design document

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Complete design for transforming get_unusual_volume into sophisticated
multi-signal analysis tool with:
- Volume pattern analysis (accumulation, compression, distribution)
- Sector-relative comparison (percentile ranking vs peers)
- Price-volume divergence detection (bullish/bearish signals)

Includes architecture, implementation details, testing strategy,
and performance considerations. Estimated 30-40% signal quality
improvement with 2-3x execution time trade-off.

Phased implementation approach:
Phase 1: Pattern analysis (3-4h)
Phase 2: Divergence detection (4-5h)
Phase 3: Sector comparison (5-6h)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>

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