Re11 Calibration Loops

// Using RE11 (Calibration Loops) - Establish the focus
const focus = "Repeatedly check predictions against outcomes to improve forecasting accuracy";

Step 2: Apply the model

// Using RE11 (Calibration Loops) - Apply the transformation
const output = applyModel("RE11", focus);

Step 3: Synthesize outcomes

// Using RE11 (Calibration Loops) - Capture insights and decisions
const insights = summarize(output);

Practical Example

// Using RE11 (Calibration Loops) - Example in a iterating a workflow over several cycles
const result = applyModel("RE11", "Repeatedly check predictions against outcomes to improve forecasting accuracy" );

Integration with Other Transformations

• RE11 -> CO5: Pair with CO5 when sequencing matters.
• RE11 -> SY8: Use SY8 to validate or stress-test.
• RE11 -> IN3: Apply IN3 to compose the output.

Implementation Checklist

• Identify the context that requires RE11
• Apply the model using explicit RE11 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 RE11 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/re11-calibration-loops"; }
  ];
}

Manual Installation

moltbot-registry install hummbl-agent/re11-calibration-loops

Usage with Commands

/apply-transformation RE11 "Repeatedly check predictions against outcomes to improve forecasting accuracy"

Apply RE11 to create repeatable, explicit mental model reasoning.