# Implementation Plan: Simulation Fidelity Enhancement (simulation_fidelity_enhancement_20260305) ## Phase 1: User Agent Modeling - [x] Task: Initialize MMA Environment `activate_skill mma-orchestrator` - [x] Task: Update `UserSimAgent` - [x] WHERE: `simulation/user_agent.py` - [x] WHAT: Add reading delay calculation (based on word count), typing jitter for input fields, and action hesitation probabilities. - [x] HOW: Use Python's `random` module to introduce variance. - [x] SAFETY: Ensure these delays are configurable so that fast test runs can disable them. - [x] Task: Conductor - User Manual Verification 'Phase 1: Agent Modeling' ## Phase 2: Application to Simulations - [x] Task: Update Simulator - [x] WHERE: `simulation/workflow_sim.py` - [x] WHAT: Inject the `UserSimAgent` into the standard workflow steps (e.g., waiting before approving a ticket). - [x] HOW: Call the agent's delay methods before executing `ApiHookClient` commands. - [x] SAFETY: None. - [x] Task: Conductor - User Manual Verification 'Phase 2: Simulator Integration' ## Phase 3: Final Validation - [x] Task: Watch Simulation - [x] WHERE: Terminal - [x] WHAT: Run `python simulation/sim_execution.py` locally and observe the pacing. - [x] HOW: Verify it feels more human. - [x] SAFETY: None. - [x] Task: Conductor - User Manual Verification 'Phase 3: Final Validation'