RE16 Retrospective→Prospective Loop

RE16 Retrospective→Prospective Loop

Apply the RE16 Retrospective→Prospective Loop transformation to use systematic reflection on past to inform future planning.

What is RE16?

RE16 (Retrospective→Prospective Loop) Use systematic reflection on past to inform future planning.

When to Use RE16

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 Retrospective→Prospective Loop here?"
• "What changes if we apply RE16 to this iterating a workflow over several cycles?"
• "Which assumptions does RE16 help us surface?"

The RE16 Process

Step 1: Define the focus

// Using RE16 (Retrospective→Prospective Loop) - Establish the focus
const focus = "Use systematic reflection on past to inform future planning";

Step 2: Apply the model

// Using RE16 (Retrospective→Prospective Loop) - Apply the transformation
const output = applyModel("RE16", focus);

Step 3: Synthesize outcomes

// Using RE16 (Retrospective→Prospective Loop) - Capture insights and decisions
const insights = summarize(output);

Practical Example

// Using RE16 (Retrospective→Prospective Loop) - Example in a iterating a workflow over several cycles
const result = applyModel("RE16", "Use systematic reflection on past to inform future planning" );

Integration with Other Transformations

• RE16 -> CO5: Pair with CO5 when sequencing matters.
• RE16 -> SY8: Use SY8 to validate or stress-test.
• RE16 -> IN3: Apply IN3 to compose the output.

Implementation Checklist

• Identify the context that requires RE16
• Apply the model using explicit RE16 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 RE16 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/​re16-retrospectiveprospective-loop"; }
  ];
}

Manual Installation

moltbot-registry install hummbl-agent/​re16-retrospectiveprospective-loop

Usage with Commands

/​apply-transformation RE16 "Use systematic reflection on past to inform future planning"

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Apply RE16 to create repeatable, explicit mental model reasoning.