{"spec_id":"knowledge-resonance-engine","title":"Knowledge and Resonance Engine -- 184 Concepts, Harmonic Matching, Belief Translation","summary":"Provide the semantic substrate that makes coherence scoring meaningful -- a living ontology of 184 universal concepts with typed relationships, a harmonic resonance kernel for cross-domain idea matching, contributor belief profiles for personalized discovery, and an accessible ontology that non-technical contributors can extend naturally.","potential_value":0.0,"actual_value":1.0,"estimated_cost":0.0,"actual_cost":1.0,"value_gap":0.0,"cost_gap":1.0,"estimated_roi":0.0,"actual_roi":1.0,"idea_id":"knowledge-and-resonance","process_summary":"184 universal concepts with 46 typed relationships and 53 axes; Concept Resonance Kernel (CRK) -- harmonic spectral matching; Optimal Transport distance (OT-phi) for coherence scoring; Contributor belief profiles with 6 worldview axes; Cross-domain resonance discovery between ideas from different domains","pseudocode_summary":null,"implementation_summary":"api/app/services/concept_service.py (list_concepts, get_concept, search_concepts); api/app/services/concept_resonance_kernel.py (compute_crk, text_to_symbol, ot_phi_distance); api/app/services/belief_service.py (get_belief_profile, compute_resonance, find_resonant_peers); api/app/services/idea_resonance_service.py (get_cross_domain_pairs, get_resonance_for_idea); api/app/services/accessible_ontology_service.py (suggest_concept, approve_suggestion, endorse_concept); api/app/services/discovery_service.py (build_discovery_feed); api/app/routers/resonance.py (cross_domain, idea_resonance, resonance_proof); api/app/routers/beliefs.py (get_profile, update_profile, compute_resonance)","created_by_contributor_id":null,"updated_by_contributor_id":null,"created_at":"2026-04-09T03:10:08.946788Z","updated_at":"2026-04-09T03:10:08.946788Z","content_path":"specs/knowledge-resonance-engine.md","content_hash":"87492edc8e6cbcff","workspace_id":"coherence-network"}