# Implementation Plan: UI Performance Metrics and AI Diagnostics

## Phase 1: High-Resolution Telemetry Engine [checkpoint: f5c9596]
- [x] Task: Implement core performance collector (FrameTime, CPU usage) 7fe117d
    - [x] Sub-task: Write Tests (validate metric collection accuracy)
    - [x] Sub-task: Implement Feature (create `PerformanceMonitor` class)
- [x] Task: Integrate collector with Dear PyGui main loop 5c7fd39
    - [x] Sub-task: Write Tests (verify integration doesn't crash loop)
    - [x] Sub-task: Implement Feature (hooks in `gui.py` or `gui_2.py`)
- [x] Task: Implement Input Lag estimation logic cdd06d4
    - [x] Sub-task: Write Tests (simulated input vs. response timing)
    - [x] Sub-task: Implement Feature (event-based timing in GUI)
- [ ] Task: Conductor - User Manual Verification 'Phase 1: High-Resolution Telemetry Engine' (Protocol in workflow.md)

## Phase 2: AI Tooling and Alert System [checkpoint: b92f2f3]
- [x] Task: Create `get_ui_performance` AI tool 9ec5ff3
    - [x] Sub-task: Write Tests (verify tool returns correct JSON schema)
    - [x] Sub-task: Implement Feature (add tool to `mcp_client.py`)
- [x] Task: Implement performance threshold alert system 3e9d362
    - [x] Sub-task: Write Tests (verify alerts trigger at correct thresholds)
    - [x] Sub-task: Implement Feature (logic to inject messages into `ai_client.py` context)
- [ ] Task: Conductor - User Manual Verification 'Phase 2: AI Tooling and Alert System' (Protocol in workflow.md)

## Phase 3: Diagnostics UI and Optimization
- [ ] Task: Build the Diagnostics Panel in Dear PyGui
    - [ ] Sub-task: Write Tests (verify panel components render)
    - [ ] Sub-task: Implement Feature (plots, stat readouts in `gui.py`)
- [ ] Task: Identify and fix main thread performance bottlenecks
    - [ ] Sub-task: Write Tests (reproducible "heavy" load test)
    - [ ] Sub-task: Implement Feature (refactor heavy logic to workers)
- [ ] Task: Conductor - User Manual Verification 'Phase 3: Diagnostics UI and Optimization' (Protocol in workflow.md)