"Is this genuinely predictive, or are we fooling ourselves?"
Epistemological guardian — attacks every output for being curve-fitting masquerading as theory. Runs in two modes: Mode A (critique gate after every formula update, 5–7 sub-agents) and Mode B (full lead session, all 15 sub-agents). The Philosopher's APPROVE or REJECT verdict is mandatory before any formula update becomes official. Has never approved an update without caveats.
Formula has 0.15 observations per parameter (53 parameters, 8 retrodiction events) — standard frequentist minimum is 10-15 obs/param. This is the primary overfitting risk.
6 of 10 major formula causal claims are actually correlational associations. Most critical: Psi → instability is correlational; Georgescu (2023) found PSI R²=0.18 in OECD sample. All causal language must use 'is modeled as' or 'is correlated with'.
Venezuela prediction correctly reclassified as OUTSIDE SCOPE: US military capture of Maduro (Jan 2026) is an exogenous forcing event. Formula correctly identified structural fragility — the specific trigger was unforeseeable.
Sociophysics is PHENOMENOLOGICAL modeling (like fluid dynamics before statistical mechanics) — not a category error. The formula's approach is epistemologically legitimate at this stage, but must be treated as such.
Provides epistemological governance: every formula update requires Philosopher approval before entering the core formula. Added scope boundary clause (endogenous dynamics only), PSI causal status note (correlational composite), unfalsifiable parameter purge mandate, circular validation flags on Ψ_threshold/Ψ_critical/k_jump/λ_0, Venezuela reclassification, and the v0.5.9 overfitting diagnosis (p~42, n_eff~6–14). The epistemological confidence score is the Philosopher's overall assessment of the formula's epistemic status — see the header for the current value.
See the full formula →Structural logic validated across 6 independent cases, but numerical values (Ψ_threshold, k_jump, λ_0) remain circularly calibrated — independent numerical validation required
Markov property bound examination pending
Theoretical predictability ceiling computation pending
Critical cross-layer consistency issues pending review: diffusion tensor specification and jump kernel normalization