WIP almost done with track planning

conductor/tracks/tool_usage_analytics_20260306/plan.md

@@ -1,16 +1,25 @@
-# Implementation Plan: Tool Usage Analytics (tool_usage_analytics)
+# Implementation Plan: Tool Usage Analytics (tool_usage_analytics_20260306)
 
-## Phase 1: Research & Design
-- [ ] Task: Analyze existing backend implementation
-- [ ] Task: Design GUI/UX approach
-- [ ] Task: Conductor - User Manual Verification
+## Phase 1: Data Collection
+- [ ] Task: Initialize MMA Environment
+- [ ] Task: Verify tool_log_callback
+    - WHERE: src/ai_client.py
+    - WHAT: Check existing logging
 
-## Phase 2: Implementation
-- [ ] Task: Implement feature
-- [ ] Task: Write tests
-- [ ] Task: Conductor - User Manual Verification
+## Phase 2: Aggregation
+- [ ] Task: Implement usage aggregation
+    - WHERE: src/gui_2.py or new module
+    - WHAT: Count tools, avg times, failures
+    - HOW: Process tool_log entries
+    - SAFETY: Efficient data structures
 
-## Phase 3: Verification
-- [ ] Task: Run test suite
-- [ ] Task: Verify coverage
-- [ ] Task: Conductor - Phase Completion Verification
+## Phase 3: Visualization
+- [ ] Task: Render analytics
+    - WHERE: src/gui_2.py
+    - WHAT: Charts and tables
+    - HOW: imgui tables, plot_lines
+    - SAFETY: Handle empty data
+
+## Phase 4: Verification
+- [ ] Task: Test analytics
+- [ ] Task: Conductor - Phase Verification