Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 05:16:27 UTC · snapshot created 2026-10-03 05:17:06 UTC · last check 2026-10-03 05:20:20 UTC

C.28:0.1 - What Goes Wrong If Missed

  • association becomes an intervention-effect claim;
  • a changed metric becomes causal fairness;
  • a simulated trace becomes realized counterfactual evidence;
  • an estimated number is treated as proof that its estimand was identified;
  • support for one population or environment is transported to another without an endpoint or assumption; or
  • a support verdict is mistaken for permission to publish, deploy, or certify.