de16-hypothesis-disaggregation

DE16 Hypothesis Disaggregation

Apply the DE16 Hypothesis Disaggregation transformation to break compound claim into testable sub-hypotheses.

What is DE16?

DE16 (Hypothesis Disaggregation) Break compound claim into testable sub-hypotheses.

When to Use DE16

Ideal Situations

• Break a complex problem into manageable parts
• Separate concerns to isolate risk and effort
• Create modular workstreams for parallel progress

Trigger Questions

• "How can we use Hypothesis Disaggregation here?"
• "What changes if we apply DE16 to this breaking down an implementation plan?"
• "Which assumptions does DE16 help us surface?"

The DE16 Process

Step 1: Define the focus

// Using DE16 (Hypothesis Disaggregation) - Establish the focus
const focus = "Break compound claim into testable sub-hypotheses";

Step 2: Apply the model

// Using DE16 (Hypothesis Disaggregation) - Apply the transformation
const output = applyModel("DE16", focus);

Step 3: Synthesize outcomes

// Using DE16 (Hypothesis Disaggregation) - Capture insights and decisions
const insights = summarize(output);

Practical Example

// Using DE16 (Hypothesis Disaggregation) - Example in a breaking down an implementation plan
const result = applyModel("DE16", "Break compound claim into testable sub-hypotheses" );

Integration with Other Transformations

• DE16 -> P1: Pair with P1 when sequencing matters.
• DE16 -> CO5: Use CO5 to validate or stress-test.
• DE16 -> IN2: Apply IN2 to compose the output.

Implementation Checklist

• Identify the context that requires DE16
• Apply the model using explicit DE16 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 DE16 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/​DE-decomposition/​de16-hypothesis-disaggregation"; }
  ];
}

Manual Installation

moltbot-registry install hummbl-agent/​de16-hypothesis-disaggregation

Usage with Commands

/​apply-transformation DE16 "Break compound claim into testable sub-hypotheses"

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Apply DE16 to create repeatable, explicit mental model reasoning.