DE2 Factorization

Apply the DE2 Factorization transformation to separate multiplicative components to understand relative contribution of each factor.

What is DE2?

DE2 (Factorization) Separate multiplicative components to understand relative contribution of each factor.

When to Use DE2

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 Factorization here?"
• "What changes if we apply DE2 to this breaking down an implementation plan?"
• "Which assumptions does DE2 help us surface?"

The DE2 Process

Step 1: Define the focus

// Using DE2 (Factorization) - Establish the focus
const focus = "Separate multiplicative components to understand relative contribution of each factor";

Step 2: Apply the model

// Using DE2 (Factorization) - Apply the transformation
const output = applyModel("DE2", focus);

Step 3: Synthesize outcomes

// Using DE2 (Factorization) - Capture insights and decisions
const insights = summarize(output);

Practical Example

// Using DE2 (Factorization) - Example in a breaking down an implementation plan
const result = applyModel("DE2", "Separate multiplicative components to understand relative contribution of each factor" );

Integration with Other Transformations

• DE2 -> P1: Pair with P1 when sequencing matters.
• DE2 -> CO5: Use CO5 to validate or stress-test.
• DE2 -> IN2: Apply IN2 to compose the output.

Implementation Checklist

• Identify the context that requires DE2
• Apply the model using explicit DE2 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 DE2 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/de2-factorization"; }
  ];
}

Manual Installation

moltbot-registry install hummbl-agent/de2-factorization

Usage with Commands

/apply-transformation DE2 "Separate multiplicative components to understand relative contribution of each factor"

---

Apply DE2 to create repeatable, explicit mental model reasoning.