fpf.tools
Library / First Principles Framework (FPF) - Core Conceptual Specification
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A.0:8 - Consequences

Benefits.

  • Immediate usability for engineer‑managers (plain one‑liners) with formal anchors for auditors.
  • Declared-set-first / typed portfolio-publication culture (typed set results & illumination) instead of brittle leaderboards.
  • Edition‑aware comparability; parity/refresh is routine, not ad‑hoc.

Trade‑offs & mitigations.

  • Slightly longer UTS rows → mitigated by consistent schema and copy‑paste snippets.
  • Requires discipline on units and scales → mitigated by CG‑frame templates.