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//! # Prime-Radiant: Universal Coherence Engine
//!
//! The Prime-Radiant crate implements a **universal coherence engine** using sheaf
//! Laplacian mathematics to provide structural consistency guarantees across domains.
//!
//! ## Vision
//!
//! > "Most systems try to get smarter by making better guesses. Prime-Radiant takes a
//! > different route: systems that stay stable under uncertainty by proving when the
//! > world still fits together and when it does not."
//!
//! **This is not prediction.** It is a continuously updated field of coherence that
//! shows where action is safe and where action must stop.
//!
//! ## The Universal Coherence Object
//!
//! The power of this approach lies in a **single underlying coherence object**. Once
//! the math is fixed, everything else becomes interpretation:
//!
//! | Domain | Nodes Are | Edges Are | Residual Becomes | Gate Becomes |
//! |--------|-----------|-----------|------------------|--------------|
//! | **AI Agents** | Facts, hypotheses, beliefs | Citations, logical implication | Contradiction energy | Hallucination refusal |
//! | **Finance** | Trades, positions, signals | Market dependencies, arbitrage | Regime mismatch | Trading throttle |
//! | **Medical** | Vitals, diagnoses, treatments | Physiological causality | Clinical disagreement | Escalation trigger |
//! | **Robotics** | Sensor readings, goals, plans | Physics, kinematics | Motion impossibility | Safety stop |
//! | **Security** | Identities, permissions, actions | Policy rules, trust chains | Authorization violation | Access denial |
//! | **Science** | Hypotheses, observations, models | Experimental evidence | Theory inconsistency | Pruning signal |
//!
//! ## Architecture Overview
//!
//! ```text
//! +-----------------------------------------------------------------------------+
//! | APPLICATION LAYER |
//! | LLM Guards | Fraud Detection | Compliance Proofs | Robotics Safety |
//! +-----------------------------------------------------------------------------+
//! |
//! +-----------------------------------------------------------------------------+
//! | COHERENCE GATE |
//! | Lane 0 (Reflex) | Lane 1 (Retrieval) | Lane 2 (Heavy) | Lane 3 (Human) |
//! +-----------------------------------------------------------------------------+
//! |
//! +-----------------------------------------------------------------------------+
//! | COHERENCE COMPUTATION |
//! | Residual Calculator | Energy Aggregator | Spectral Analyzer | Fingerprints |
//! +-----------------------------------------------------------------------------+
//! |
//! +-----------------------------------------------------------------------------+
//! | GOVERNANCE LAYER |
//! | Policy Bundles | Witness Records | Lineage Records | Threshold Tuning |
//! +-----------------------------------------------------------------------------+
//! |
//! +-----------------------------------------------------------------------------+
//! | KNOWLEDGE SUBSTRATE |
//! | Sheaf Graph | Node States | Edge Constraints | Restriction Maps |
//! +-----------------------------------------------------------------------------+
//! |
//! +-----------------------------------------------------------------------------+
//! | STORAGE LAYER |
//! | PostgreSQL (Authority) | ruvector (Graph/Vector) | Event Log (Audit) |
//! +-----------------------------------------------------------------------------+
//! ```
//!
//! ## Key Mathematical Concepts
//!
//! | Concept | Mathematical Definition | System Interpretation |
//! |---------|------------------------|----------------------|
//! | **Node** | Vertex v with state x_v | Entity with fixed-dimensional state vector |
//! | **Edge** | (u, v) connection | Constraint between entities |
//! | **Restriction Map** | rho: F(U) -> F(V) | How one state constrains another |
//! | **Residual** | r_e = rho_u(x_u) - rho_v(x_v) | **Contradiction energy** at edge |
//! | **Energy** | E(S) = sum(w_e * ||r_e||^2) | Global incoherence measure |
//! | **Gate** | E < threshold | **Refusal mechanism with witness** |
//!
//! ## Compute Ladder
//!
//! Most updates remain in a **low-latency reflex lane**, while **sustained or growing**
//! incoherence triggers escalation:
//!
//! - **Lane 0 (Reflex)**: Local residual updates, simple aggregates (<1ms)
//! - **Lane 1 (Retrieval)**: Evidence fetching, lightweight reasoning (~10ms)
//! - **Lane 2 (Heavy)**: Multi-step planning, spectral analysis (~100ms)
//! - **Lane 3 (Human)**: Human escalation for sustained incoherence
//!
//! ## Feature Flags
//!
//! | Feature | Default | Description |
//! |---------|---------|-------------|
//! | `tiles` | Yes | cognitum-gate-kernel 256-tile fabric |
//! | `sona` | Yes | Self-optimizing threshold tuning |
//! | `learned-rho` | No | GNN-learned restriction maps |
//! | `hyperbolic` | No | Hierarchy-aware Poincare energy |
//! | `mincut` | No | Subpolynomial graph partitioning |
//! | `neural-gate` | Yes | Nervous-system CoherenceGatedSystem |
//! | `attention` | No | Attention-weighted residuals (MoE, PDE) |
//! | `distributed` | No | Raft-based multi-node coherence |
//! | `postgres` | No | PostgreSQL governance storage |
//!
//! ## Example
//!
//! ```rust,ignore
//! use prime_radiant::{
//! substrate::{SheafGraph, SheafNode, SheafEdge, RestrictionMap},
//! coherence::{CoherenceEngine, CoherenceEnergy},
//! execution::{CoherenceGate, ComputeLane, GateDecision},
//! governance::{PolicyBundle, WitnessRecord},
//! };
//!
//! // Create a sheaf graph
//! let mut graph = SheafGraph::new();
//!
//! // Add nodes with state vectors
//! let node1 = SheafNode::new(vec![1.0, 0.0, 0.0]);
//! let node2 = SheafNode::new(vec![0.9, 0.1, 0.0]);
//! graph.add_node(node1);
//! graph.add_node(node2);
//!
//! // Add edge with restriction maps
//! let rho = RestrictionMap::identity(3);
//! let edge = SheafEdge::new(node1.id, node2.id, rho.clone(), rho, 1.0);
//! graph.add_edge(edge)?;
//!
//! // Compute coherence energy
//! let mut engine = CoherenceEngine::new();
//! let energy = engine.compute_energy(&graph);
//!
//! // Gate an action
//! let gate = CoherenceGate::new(policy);
//! let decision = gate.evaluate(&action, &energy);
//!
//! match decision.lane {
//! ComputeLane::Reflex => println!("Action allowed in reflex lane"),
//! ComputeLane::Human => println!("Escalating to human review"),
//! _ => println!("Additional processing required"),
//! }
//! ```
//!
//! ## References
//!
//! 1. Hansen, J., & Ghrist, R. (2019). "Toward a spectral theory of cellular sheaves."
//! 2. ADR-014: Coherence Engine Architecture
//! 3. Robinson, M. (2014). "Topological Signal Processing."
// ============================================================================
// MODULE DECLARATIONS
// ============================================================================
// -----------------------------------------------------------------------------
// Core Bounded Contexts
// -----------------------------------------------------------------------------
/// Signal ingestion - validates and normalizes incoming events
/// Knowledge substrate - sheaf graph with nodes, edges, and restriction maps
/// Coherence computation - residuals, energy aggregation, spectral analysis
/// Governance - policy bundles, witness records, lineage tracking
/// Action execution - coherence gate with compute ladder
/// Storage layer - PostgreSQL authority, ruvector graph/vector, event log
// -----------------------------------------------------------------------------
// Ecosystem Integration Modules
// -----------------------------------------------------------------------------
/// Tile fabric - 256-tile WASM coherence fabric (cognitum-gate-kernel)
/// SONA tuning - self-optimizing threshold management
/// Neural gate - biologically-inspired gating (ruvector-nervous-system)
/// Learned restriction maps - GNN-based rho learning (ruvector-gnn)
/// Hyperbolic coherence - hierarchy-aware Poincare energy
/// MinCut isolation - subpolynomial incoherent region isolation
/// Attention weighting - topology-gated, MoE, PDE diffusion
/// Distributed consensus - Raft-based multi-node coherence
/// RuvLLM integration - coherence-to-confidence mapping and LLM gating
/// GPU acceleration - wgpu-based parallel coherence computation
/// SIMD optimizations - explicit SIMD intrinsics for high-performance computation
// -----------------------------------------------------------------------------
// Shared Types and Errors
// -----------------------------------------------------------------------------
/// Domain events across all bounded contexts
/// Error types for the coherence engine
/// Shared types (IDs, timestamps, hashes)
// ============================================================================
// PUBLIC API EXPORTS
// ============================================================================
// Re-export core types for convenience
pub use ;
pub use ;
pub use DomainEvent;
// Re-export substrate types
pub use ;
// Re-export coherence types
pub use ;
// Re-export governance types
pub use ;
// Re-export execution types (coherence gate and compute ladder)
pub use ;
// Conditional re-exports based on features
pub use ;
pub use ;
pub use ;
pub use ;
pub use ;
pub use ;
pub use ;
pub use ;
pub use ;
pub use ;
pub use ;
// ============================================================================
// PRELUDE MODULE
// ============================================================================
/// Convenient imports for common use cases
// ============================================================================
// CRATE-LEVEL CONSTANTS
// ============================================================================
/// Crate version
pub const VERSION: &str = env!;
/// Default dimension for state vectors
pub const DEFAULT_STATE_DIM: usize = 64;
/// Default number of tiles in the fabric
pub const DEFAULT_TILE_COUNT: usize = 256;
/// Default persistence window for threshold detection (seconds)
pub const DEFAULT_PERSISTENCE_WINDOW_SECS: u64 = 300;
// ============================================================================
// PERFORMANCE TARGETS (ADR-014)
// ============================================================================
/// Performance targets from ADR-014