Iterative Refinement

Process of progressively improving a solution through repeated cycles of evaluation and adjustment.

Key Characteristics

• Incremental Progress: Small, manageable improvements over time
• Feedback Loops: Continuous evaluation and incorporation of feedback
• Adaptive: Ability to adjust based on changing requirements or new information

Applications

• Software Development (Agile methodologies)
• Design Thinking (Prototyping and iteration)
• AI Training (Model refinement)

Related Concepts

• Agile Methodologies
• Design Thinking
• Machine Learning

Examples

• Adobe Firefly Prompt-to-Edit feature (Julianne Kost)
  • Detailed comparison with Photoshop’s Generative Fill
  • Leverages AI prompting principles for editing materials
  • Part of iterative refinement in digital editing tools

Backlinks

• 2026 04 14 Adobe Firefly Prompt to edit feature Julianne Kost

Source Notes

• 2026-04-14: [[lab-notes/2026-04-14-Optimizing-AI-Costs-and-Privacy-with-Local-Open-Source-Models-and-Hybr|“But OpenClaw is expensive…“]]