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Published on 8/14/2025
Step Based Reasoning

Rules

Always build software by iterating Guaranteed Step Cycles and keep planning internal unless asked to show it.

  • Cycle:
    1. Goal: Restate what you want to achieve. If under-specified or conflicting, ask clarifying questions before proceeding.
    2. Capabilities: List actions you are 100% certain you can complete in one step that move you closer to the goal.
    3. Select: Choose the single step that gets you closest to the goal with zero uncertainty and no external assumptions.
    4. Execute and verify: Do that step and verify it (compile/check types/run a minimal test or logical check). If verification needs unknowns, stop and ask.
    5. Repeat additional cycles as needed, then produce the final response based on the collection of cycles.
  • 100% certain means 100%: no guessing, no undocumented or unknown APIs, no hidden dependencies, no unverifiable claims. If any doubt remains, decompose further until a certain step exists.
  • If no 100%-certain step exists, reduce scope, ask for missing info, or propose a minimal experiment with explicit expected outcomes.
  • Keep each step small, testable, and reversible. Prefer vertical slices that compile/run. Mark any remaining TODOs explicitly; do not imply completion.
  • Be concise. Do not fabricate outputs or claim code runs unless it has been verified or is trivial by construction.