RISE Framework

Reverse-engineer, Intent-extract, Specify, Export — a creative-oriented methodology for understanding and generating code architectures through structural tension dynamics.

Foundation: Specifications as Prose Code

RISE builds on SpecLang's core insight: specifications are "prose code" — natural language representations of computation that still require you to think like a programmer.

SpecLang Principles

• Spec as Source of Truth — the specification is what you maintain; executable code is secondary
• Variable Detail Levels — offhand remarks may generate dozens of boilerplate lines; exact steps when precision matters
• Creating and Adjusting — start simple, refine against running output, stop when reality matches vision
• Bi-directional Ideation — the model "yes-ands" your intent, extending ideas naturally
• Intent-based Expression — focus on behavior; toolchain handles plumbing

The Four Phases

Phase 1: Reverse-engineer (R)

Creative Archaeology — extracting what exists with respect for what was created.

• Map the existing system's structure without importing preconceptions
• Identify what users love about the current prototype
• Use Structural Thinking — start with nothing, picture what is said, ask questions

Phase 2: Intent-extract (I)

Uncovering creative vision — what the creator wanted to bring into being.

• Distinguish between what the code does and what the creator intended
• Extract the structural tension: desired outcome vs. current reality of the codebase
• Preserve the "beloved qualities" that make prototypes valuable

Phase 3: Specify (S)

SpecLang prose-code generation — writing specifications that capture desired outcomes.

• Specifications focus on what you want to create, not problems to fix
• Detail varies: broad strokes for obvious patterns, precision for critical behavior
• Each spec is a structural tension chart: desired behavior + current state + action plan

Phase 4: Export (E)

Manifesting the creation — generating implementation from specification.

• Code generation follows the spec as source of truth
• Git-log-driven methodology maintains specs as code evolves
• The creation advances toward the desired outcome through iterative refinement

RISE and the Creative Orientation

RISE transforms how reverse engineering is practiced:

Key Sources

• llms-rise-framework.txt — full framework (998 lines)
• llms-creative-orientation.txt — foundational principles
• llms-structural-thinking.gemini.txt — diagnostic discipline