# Implementation Plan: Simulation Fidelity Enhancement (simulation_fidelity_enhancement_20260305)

## Phase 1: User Agent Modeling
- [ ] Task: Initialize MMA Environment `activate_skill mma-orchestrator`
- [ ] Task: Update `UserSimAgent`
    - [ ] WHERE: `simulation/user_agent.py`
    - [ ] WHAT: Add reading delay calculation (based on word count), typing jitter for input fields, and action hesitation probabilities.
    - [ ] HOW: Use Python's `random` module to introduce variance.
    - [ ] SAFETY: Ensure these delays are configurable so that fast test runs can disable them.
- [ ] Task: Conductor - User Manual Verification 'Phase 1: Agent Modeling'

## Phase 2: Application to Simulations
- [ ] Task: Update Simulator
    - [ ] WHERE: `simulation/workflow_sim.py`
    - [ ] WHAT: Inject the `UserSimAgent` into the standard workflow steps (e.g., waiting before approving a ticket).
    - [ ] HOW: Call the agent's delay methods before executing `ApiHookClient` commands.
    - [ ] SAFETY: None.
- [ ] Task: Conductor - User Manual Verification 'Phase 2: Simulator Integration'

## Phase 3: Final Validation
- [ ] Task: Watch Simulation
    - [ ] WHERE: Terminal
    - [ ] WHAT: Run `python simulation/sim_execution.py` locally and observe the pacing.
    - [ ] HOW: Verify it feels more human.
    - [ ] SAFETY: None.
- [ ] Task: Conductor - User Manual Verification 'Phase 3: Final Validation'