re14-spiral-learning

name: re14-spiral-learning description: Apply RE14 Spiral Learning to revisit concepts at increasing depth, building on previous understanding. version: 1.0.0 metadata: {"moltbot":{"nix":{"plugin":"github:hummbl-dev/hummbl-agent?dir=skills/RE-recursion/re14-spiral-learning","systems":["aarch64-darwin","x86_64-linux"]}}}

RE14 Spiral Learning

Apply the RE14 Spiral Learning transformation to revisit concepts at increasing depth, building on previous understanding.

What is RE14?

RE14 (Spiral Learning) Revisit concepts at increasing depth, building on previous understanding.

When to Use RE14

Ideal Situations

• Iterate toward a better solution using feedback loops
• Refine a process through repeated cycles
• Scale a pattern through repetition and standardization

Trigger Questions

• "How can we use Spiral Learning here?"
• "What changes if we apply RE14 to this iterating a workflow over several cycles?"
• "Which assumptions does RE14 help us surface?"

The RE14 Process

Step 1: Define the focus

// Using RE14 (Spiral Learning) - Establish the focus
const focus = "Revisit concepts at increasing depth, building on previous understanding";

Step 2: Apply the model

// Using RE14 (Spiral Learning) - Apply the transformation
const output = applyModel("RE14", focus);

Step 3: Synthesize outcomes

// Using RE14 (Spiral Learning) - Capture insights and decisions
const insights = summarize(output);

Practical Example

// Using RE14 (Spiral Learning) - Example in a iterating a workflow over several cycles
const result = applyModel("RE14", "Revisit concepts at increasing depth, building on previous understanding" );

Integration with Other Transformations

• RE14 -> CO5: Pair with CO5 when sequencing matters.
• RE14 -> SY8: Use SY8 to validate or stress-test.
• RE14 -> IN3: Apply IN3 to compose the output.

Implementation Checklist

• Identify the context that requires RE14
• Apply the model using explicit RE14 references
• Document assumptions and outputs
• Confirm alignment with stakeholders or owners

Common Pitfalls

• Treating the model as a checklist instead of a lens
• Skipping documentation of assumptions or rationale
• Over-applying the model without validating impact

Best Practices

• Use explicit RE14 references in comments and docs
• Keep the output focused and actionable
• Combine with adjacent transformations when needed

Measurement and Success

• Clearer decisions and fewer unresolved assumptions
• Faster alignment across stakeholders
• Reusable artifacts for future iterations

Installation and Usage

Nix Installation

{
  programs.moltbot.plugins = [
    { source = "github:hummbl-dev/hummbl-agent?dir=skills/RE-recursion/re14-spiral-learning"; }
  ];
}

Manual Installation

moltbot-registry install hummbl-agent/re14-spiral-learning

Usage with Commands

/apply-transformation RE14 "Revisit concepts at increasing depth, building on previous understanding"

Apply RE14 to create repeatable, explicit mental model reasoning.