Memory System

Crowdi agents learn from past experiences to provide more realistic testing over time.

Short-term Memory (Session)

During a single simulation run, agents remember:

• Pages they've visited
• Actions they've taken
• Elements they've interacted with
• Errors they've encountered

This prevents agents from repeating failed actions and getting stuck in loops.

Long-term Memory (Historical)

Across multiple simulations, agents learn:

• Common UI patterns in your app
• Successful paths to goals
• Elements that typically cause confusion
• Optimal interaction sequences

Memory Persistence

By default, agents retain memories across simulations for the same project. This can be controlled:

# Fresh start - no historical memory
crowdi run --url https://your-product.com --fresh

# Use historical memory (default)
crowdi run --url https://your-product.com

When to Use Fresh Simulations

• Testing a completely redesigned interface
• Validating first-time user experience
• After major navigation changes

Memory Analytics

View what agents have learned:

crowdi memory --project your-project