Learn Stage | Swarm Loop | Agentic Swarm

Store lessons so the next loop starts smarter.

What it is

Learn writes outcomes, decisions, and lessons back into memory. It is what turns a single run into institutional knowledge the next mission can build on.

Why it matters

Without learning, every loop starts from zero and repeats the same mistakes. With it, routing, planning, and governance all improve over time and the system compounds.

Example

After the launch, Learn stores which messaging converted, which channels underperformed, and which timings worked, so the next campaign plans from evidence.

Inputs

• Outcomes and results from the run
• Evaluation scores and notes
• What worked and what failed
• Cost and performance data

Outputs

• Updated memory and context
• Improved routing and planning inputs
• Patterns for future missions
• A measurable record of improvement

Failure modes

• Outcomes never written back
• Storing data no one can retrieve
• Learning the wrong lesson from noise
• Memory that grows but never informs decisions