#G.12:2 — Problem frame

Preface node heading:g-12-2-problem-frame:59804

#Content

Dashboards routinely drift or become illegal when they:

• mix scales (ordinal treated as interval; “average maturity level”),
• hide normalization and re‑parameterization (“normalized score” with no CN‑Spec pins),
• silently cross Contexts or planes (implicit reuse without explicit Bridge/Plane routing),
• fail to pin editions of computation methods, descriptor spaces, or distances,
• turn portfolios/archives into a single scalar “winner” by dashboard fiat,
• cannot refresh selectively (no actionable telemetry pins; only narrative “this changed”).

We need a dashboard kit that makes the method of obtaining dashboard values explicit and auditable, while keeping universal invariants single‑owned in G.Core.