feat(spo): add causal trajectory hydration layer (Phase 6) Bridge rustynum-bnn's CausalTrajectory with ladybug's NARS system: - TrajectoryHydrator: feeds SpoDistanceResult into BNN trajectory pipeline - HydratedEdge/HydratedStatement: SigmaEdge enriched with canonical TruthValue - HydratedTrajectory: finalized result with gestalt, growth path, gate decision - NarsTruth ↔ TruthValue conversion (nars_to_truth, truth_to_nars) - Growth path inference from causal chain (6 paths through B₃ lattice) - Gate combination: trajectory + shift detector bias (conservative merge) - DN mutation guidance: weakest plane from EWM saliency - apply_causal_inference: BPReLU direction → NARS inference rule selection Also fixes pre-existing test calibration in test_spo_distance_random (random vectors classified as Strong, not Noise, by SigmaGate thresholds). 17 new tests, all passing. 40 total SPO tests green. https://claude.ai/code/session_0152b2NJYnjCJjvMAmgsTx3p#160
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… 2-3) spo_harvest.rs — cosine replacement at 238× less cost: - spo_distance(): 3-plane XOR+popcount → per-plane Hamming + cross-plane vote - TypedHalo: 7 disjoint halo types extracted FREE from XOR bitmasks - harvest_to_truth(): returns crate::nars::TruthValue (canonical NARS type) - harvest_to_nars(): bridge to rustynum_bnn::NarsTruth for BNN operations - AccumulatedHarvest: compounding context across searches via NARS revision - feed_sigma_graph(): emit typed SigmaEdge from every non-trivial distance - TypedInference: action guidance from dominant halo type shift_detector.rs — 0.5σ stripe migration: - SpoShiftDetector: wraps BNN ShiftDetector with SPO per-plane semantics - gate_bias() → CollapseGate: noise→Hold, foveal→Flow, bimodal→Hold - cross_validate_shift(): CHAODA anomaly × shift direction confirmation Cargo.toml: spo added to default features (BNN/SPO now first-class) https://claude.ai/code/session_0152b2NJYnjCJjvMAmgsTx3p
…r_bridge - context_crystal.rs: rename duplicate `depth` field to `closeness` in QualiaVector - cypher_bridge.rs: add Serialize derive to CypherValue enum - cypher_bridge.rs: update `ref` patterns to Rust 2024 edition syntax https://claude.ai/code/session_0152b2NJYnjCJjvMAmgsTx3p
Bridge rustynum-bnn's CausalTrajectory with ladybug's NARS system: - TrajectoryHydrator: feeds SpoDistanceResult into BNN trajectory pipeline - HydratedEdge/HydratedStatement: SigmaEdge enriched with canonical TruthValue - HydratedTrajectory: finalized result with gestalt, growth path, gate decision - NarsTruth ↔ TruthValue conversion (nars_to_truth, truth_to_nars) - Growth path inference from causal chain (6 paths through B₃ lattice) - Gate combination: trajectory + shift detector bias (conservative merge) - DN mutation guidance: weakest plane from EWM saliency - apply_causal_inference: BPReLU direction → NARS inference rule selection Also fixes pre-existing test calibration in test_spo_distance_random (random vectors classified as Strong, not Noise, by SigmaGate thresholds). 17 new tests, all passing. 40 total SPO tests green. https://claude.ai/code/session_0152b2NJYnjCJjvMAmgsTx3p
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SPO, BNN, and CLAM are no longer experimental. They are the core cognitive
substrate, always-on with no feature gates.
Moves:
- src/extensions/spo/*.rs → src/spo/ (6 core files)
- src/extensions/{context_crystal,meta_resonance,nsm_substrate,
codebook_training,deepnsm_integration,cognitive_codebook,
crystal_lm,sentence_crystal}.rs → src/spo/ (8 spo-gated modules)
Updates:
- lib.rs: add `pub mod spo`, remove "spo" from extensions cfg gate
- extensions/mod.rs: strip all #[cfg(feature = "spo")] entries
- Cargo.toml: rename "spo" feature to "spo_jina" (only reqwest needs gating)
- Fix crate::extensions::spo:: → crate::spo:: in shift_detector + crystal_lm
- Fix super::spo::jina_embed_curl → super::jina_embed_curl in sentence_crystal
Zero compilation errors. All SPO tests pass (40+ tests green).
Note: sentence_crystal.rs and grammar.rs flagged as future promotion
candidates to rustynum — their encoding logic overlaps with what the
SPO harvest pipeline now provides natively at the BNN level.
https://claude.ai/code/session_0152b2NJYnjCJjvMAmgsTx3p
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…ree causal discovery
… errors, builders, catalog, tests)
…and mutable BindSpace
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