Swarm Loop · Stage 8 of 8

Learn Stage

Store lessons so the next loop starts smarter.

What the Learn Stage Does

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.

Flow

Inputs and Outputs

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

Example

What It Looks Like in Practice

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

Common Failure Modes

When this stage breaks

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

In the Hierarchy

Related Layer

Layer 03

Memory + Recursive Learning Layer

The Memory and Recursive Learning Layer remembers context, decisions, and lessons, and feeds them back so every loop starts smarter than the last.

Who Runs It

Agents Active in This Stage

Remembers and retrieves

Memory Agent

Manages short-term, long-term, and compressed memory; controls storage and retrieval.

Critiques and improves

Evaluator Agent

Critiques outputs and improves them through feedback loops.

See It in Action

Explore an illustrative mission in the simulator, or use the readiness assessment for a directional, self-reported profile.

Launch Simulator Take the Assessment
Deliver StageAll Agents