Rework: Applying New Intelligence to Old Ideas

Fri, 28 Aug 2026 10:00:00 +0100

“Study the past if you would define the future.”

📘 Summary

This chapter introduces Rework the practice of using new tools to finish old ideas

You’ll learn how to:

Surface unfinished or incomplete sessions from your archive
Apply a new algorithm or prompting technique to see if it improves them
Use the ROW prompting technique to reason through new knowledge
Use the CRITIC prompting technique to analyze why a session stalled or never crystallized
Use the GROW prompting technique to make the final
Decide whether to rework, discard, or merge the session with newer work
Crystallize old ideas into something usable a blog post, a feature, a framework

More importantly, you’ll discover that:

Is Freestyle Cognition Legitimate?

Fri, 28 Aug 2026 10:00:00 +0100

Summary

Chapter 7 we did some research into this this is the actual session with ChatGPT for chapter 7

    flowchart TD
    Start([❓ Question: Is Freestyle Cognition<br>a legitimate method or a metaphor?]) --> A[🧠 STEP 1: ROW Framework]
    A --> A1[Reason<br>Analyze terms, assumptions, tensions]
    A --> A2[Organize<br>Outline structured argument]
    A --> A3[Write<br>Draft thoughtful answer]
    
    A3 --> B[🌱 STEP 2: GROW Reflection]
    B --> B1[Goal: What was I trying to prove?]
    B --> B2[Reality: Strengths & weaknesses]
    B --> B3[Options: What could I explore differently?]
    B --> B4[Way Forward: Next steps]
    
    B4 --> C[🔍 STEP 3: CRITIC Self-Edit]
    C --> C1[Challenge: What's flawed or missing?]
    C --> C2[Reflect: Why did that happen?]
    C --> C3[Iterate: Improve weak section]
    C --> C4[Test: Does it align with the goal?]
    C --> C5[Improve: Further enhancements]
    C --> C6[Crystallize: Final concise answer]
    
    C6 --> D([✅ Final Determination:<br>Legitimate methodology<br>with empirical potential])

    style Start fill:#e1f5fe,stroke:#333
    style A fill:#fff3e0,stroke:#333
    style B fill:#e8f5e9,stroke:#333
    style C fill:#fce4ec,stroke:#333
    style D fill:#c8e6c9,stroke:#333

You:

ROW on Programmer.ie: Modern AI programming

Rework: Applying New Intelligence to Old Ideas

📘 Summary

Is Freestyle Cognition Legitimate?

Summary