WIP next tracks planing
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# Track Specification: Session Insights & Efficiency Scores
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## Overview
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Implement session insights & efficiency scores for Manual Slop application.
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Token usage over time, cost projections, efficiency metrics.
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## Current State Audit
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### Already Implemented (DO NOT re-implement)
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- Existing backend functionality in src/ modules
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- Test coverage for core features
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### Already Implemented
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- session_logger.py
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- Token counting
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### Gaps to Fill (This Track Scope)
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This track addresses the gap between backend implementation and user-facing GUI/control.
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### Gaps to Fill
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- No visualization
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- No efficiency scoring
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## Goals
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- Implement session insights & efficiency scores
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- Ensure test coverage
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- Follow existing code patterns
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- Token usage graphs
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- Cost projections
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- Efficiency scores
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## Functional Requirements
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- User-facing functionality as described in TASKS.md
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- Integration with existing backend
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- Rolling token history
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- Cost calculation
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- Efficiency algorithm
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## Non-Functional Requirements
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- Performance: Maintain UI responsiveness
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- Tests: >80% coverage for new code
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## Architecture Reference
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- docs/guide_architecture.md
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- docs/guide_mma.md
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- docs/guide_tools.md
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## Out of Scope
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- Major refactoring of unrelated systems
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- Session comparison
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- Export capability
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