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docs: v0.19 anticipatory coherence design (the prospective dual)
Closes the temporal coherence trinity (past via compose_resonants, present via compute_phi, future via CoherenceForecast). Resolves U1 (anticipatory subspace selection) + U2 (substrate continuity). Design grounded in 8 convergent literatures: Friston (predictive coding + active inference), Mallat (wavelet MRA), Arnold/Moser (KAM on golden ratio stability), Kleene/Curry-Howard/Martin-Lof (realizability), Rosen (anticipatory systems), Scheffer (early-warning signals), Robbins/Gelman (hierarchical Bayes). 5 carl-core primitives (CoherenceForecast, SubstrateState, AnticipatoryGate, FractalForecast, realizability_gap) — the last decided constructively in section 10 by applying the v0.19 method to its own design. AnticipatoryReward becomes a thin studio wrapper. 4 sub-milestones: v0.19.0 (carl-core) -> v0.19.1 (studio FREE) -> v0.19.2 (studio PAID) -> v0.19.3 (carl.camp PLATFORM). 5 idempotent workstreams with non-overlapping file scopes. phi-scaled bands (KAM-optimal, most-Diophantine) make MAX_DEPTH=4 derivable, not arbitrary. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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