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Key Tenets
- Document‑first math: invariants, formulas, and acceptance criteria precede code.
- Deterministic by design: isolate randomness; trace every decision to math or rules.
- Gates with evidence: CI enforces thresholds; attach proofs/telemetry at release.
- Problem Decomposition: identify sub‑tasks with known math/algorithms.
- Mathematical Modeling: rules, formulas, or constrained ML; simulate small cases.
- Traceability Design: provenance and logging plan before code.
- Deterministic Implementation: code matches model; isolate non‑determinism.
- Validation & Autopsy: test edge cases; update model/thresholds; re‑validate.