Surface realizer join: pulse output_versor → vault recall → ground_graph fills <pending> obj slots with recalled words → realize_semantic produces deterministic sentences. PulseResult replaces bare word list. Every intent type surfaces. Rust backend parity: unitize_f32 (exponential-map with boost/rotation blade distinction) and graph_diffusion_step now in core-rs. Python dispatches through algebra.backend, falls back transparently. 37x speedup on 200-step diffusion. Benchmark harness (core bench): determinism (100% trace stability), latency (~150ms median), backend speedup, versor closure audit (0 violations across all intermediate states), convergence proof (41/45 exact, 4 bounded oscillation), realizer coverage (8/8 intent types). Proof property tests (31 tests): Rust/Python parity, pulse determinism across prompts, V3 convergence for 10+ topologies, coupled V4 output validity, realizer coverage per intent, versor closure at every intermediate step. CLI: core pulse, core bench, core test --suite pulse, core test --suite proof. Fix test_correction_pulls_toward_target (diffuse first, then correct).
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Python
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Python