p14-reference-class-framing

name: p14-reference-class-framing description: Apply P14 Reference Class Framing to select comparable situations to inform judgment and avoid uniqueness bias. version: 1.0.0 metadata: {"moltbot":{"nix":{"plugin":"github:hummbl-dev/hummbl-agent?dir=skills/P-perspective/p14-reference-class-framing","systems":["aarch64-darwin","x86_64-linux"]}}}

P14 Reference Class Framing

Apply the P14 Reference Class Framing transformation to select comparable situations to inform judgment and avoid uniqueness bias.

What is P14?

P14 (Reference Class Framing) Select comparable situations to inform judgment and avoid uniqueness bias.

When to Use P14

Ideal Situations

• Reframe a problem to uncover hidden assumptions or perspectives
• Align stakeholders around a shared understanding
• Clarify scope before choosing a solution path

Trigger Questions

• "How can we use Reference Class Framing here?"
• "What changes if we apply P14 to this product requirements review?"
• "Which assumptions does P14 help us surface?"

The P14 Process

Step 1: Define the focus

// Using P14 (Reference Class Framing) - Establish the focus
const focus = "Select comparable situations to inform judgment and avoid uniqueness bias";

Step 2: Apply the model

// Using P14 (Reference Class Framing) - Apply the transformation
const output = applyModel("P14", focus);

Step 3: Synthesize outcomes

// Using P14 (Reference Class Framing) - Capture insights and decisions
const insights = summarize(output);

Practical Example

// Using P14 (Reference Class Framing) - Example in a product requirements review
const result = applyModel("P14", "Select comparable situations to inform judgment and avoid uniqueness bias" );

Integration with Other Transformations

• P14 -> DE3: Pair with DE3 when sequencing matters.
• P14 -> IN2: Use IN2 to validate or stress-test.
• P14 -> CO5: Apply CO5 to compose the output.

Implementation Checklist

• Identify the context that requires P14
• Apply the model using explicit P14 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 P14 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/P-perspective/p14-reference-class-framing"; }
  ];
}

Manual Installation

moltbot-registry install hummbl-agent/p14-reference-class-framing

Usage with Commands

/apply-transformation P14 "Select comparable situations to inform judgment and avoid uniqueness bias"

Apply P14 to create repeatable, explicit mental model reasoning.