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Get Started Free →When a constraint is treated as fixed, separate physics from convention, keep only independently supported primitives, and rebuild the simplest solution that satisfies real constraints.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | 2% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -12% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -18% | 0% |
| case-01 | ✗→✓ | ▲ Improved | 1% | 0% |
| case-10 | ✗→✓ | ▲ Improved | -31% | 0% |
Strip assumed constraints to independently supported primitives, then rebuild. Escape analogy when convention fails or looks artificially expensive.
physics/math, regulation/contract, measured fact, or convention/analogy/authority. Keep only the first three as binding unless evidence upgrades a convention.Emit a first-principles rebuild:
claimed_constraints: list with classification tagsprimitives: independently supported truths onlydiscarded_assumptions: conventions dropped and whyrebuild: solution derived only from primitivesbinding_residuals: real limits that remainkill_test: cheapest check that would falsify the rebuildOther measured skills in the registry, with their headline benchmark lift.