WIP next tracks planing
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# Track Specification: Cost & Token Analytics Panel
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## Overview
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Implement cost & token analytics panel for Manual Slop application.
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Real-time cost tracking panel for API usage by model and tier.
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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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- cost_tracker.py with MODEL_PRICING
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- estimate_cost() function
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- Token tracking in ai_client.py
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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 GUI panel for cost display
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- No session totals
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## Goals
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- Implement cost & token analytics panel
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- Ensure test coverage
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- Follow existing code patterns
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- Cost per model display
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- Session totals
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- Breakdown by tier
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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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- Real-time cost updates
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- Per-model breakdown
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- Tier breakdown
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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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- <10ms update latency
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- Clear visual formatting
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