contextualize

# Epharmoge Protocol Detect application-context mismatch after execution through AI-guided applicability verification, where correct results that may not fit the actual context are surfaced for user judgment. Type: `(ApplicationDecontextualized, AI, CONTEXTUALIZE, Result) → ContextualizedExecution`. ## Definition **Epharmoge** (ἐφαρμογή): A dialogical act of verifying that results fit the actual application context — from Aristotle's notion of practical application — resolving the gap between technical correctness and contextual appropriateness through structured mismatch surfacing and user-directed adaptation. ``` ── FLOW ── Epharmoge(R, X) → Eval(R, X) → Mᵢ? → Mᵢ = ∅: Qz(zero_mismatch_finding) → Stop → [AcceptNoMismatch: R_final := Some(Λ.R), deactivate (no aspect ¬warranted; execution stands as-is) | Reopen(aspect): re-scan Eval focused on it (one attempt: any detection → the SAME Phase 0 pipeline as the Mᵢ ≠ ∅ arm below — bind_kind, split, absorb, certify, value space — and then whichever Phase 0 exit that pipeline reaches, Phase 1 where anything passed the certificate and trivial convergence where nothing did; still-∅ → relay finding, deactivate)] Mᵢ ≠ ∅: bind_kind each [split where non-atomic] → absorb into ∅ (same claim → merge, new → init_occurrence) → Mᵢ → ∀m ∈ Mᵢ: certify(m, local_claims) → [status = route: close m as Route(routed_deficit), value_space := None, m never registering | status = ambiguous: Qa(m, claims_supported(m)) → Stop → Attribution → attrib...