Memory & Learning

Your drone learns from every interaction and improves over time. Memory persists across runs, restarts, and even instance replacements.

What Your Drone Remembers

Rules

Your preferences and constraints — set via chat commands like "never contact Acme Corp" or "limit emails to 30/day". Rules are permanent and applied to every future run.

Conversations

Recent chat history across all channels. Your drone uses this context to understand follow-up questions and maintain continuity.

Learned Patterns

After each run, the drone records what worked and what didn't. For example:

• "Apollo People Search found 3x more leads than browser scraping"
• "Emails with question subject lines got 2x more replies"

Future runs use these lessons to make better decisions.

Strategies

Proven execution strategies with success rates. Over time, the drone builds a library of effective approaches for your specific use case.

Run History

Records of past runs — what was requested, what happened, outcomes, and costs. Used for performance tracking and debugging.

Documents

Metadata for files you've shared with your drone via chat (resumes, pitch decks, etc.).

How Learning Works

1. Execute — Drone runs a task using its current strategy
2. Evaluate — After completion, it assesses what worked and what didn't
3. Record — Lessons are stored in persistent memory
4. Apply — Future runs consult learned patterns when planning

Example: Your SDR drone's first run might try both Apollo and browser scraping to find leads. After comparing results, it learns that Apollo is more effective for your target audience and prioritizes it in future runs.

Memory Persistence

• Memory files live on your drone's dedicated instance
• Backed up to the cloud every 6 hours and after each run
• If your instance is replaced, memory is restored from backup automatically
• Rules and documents are never auto-deleted
• Older conversations and run records are pruned under storage pressure (newest kept)

Resetting Memory

To start fresh, use the chat command:

Clear all learned patterns

This removes learned strategies and patterns while preserving your rules and documents.