Lightweight metrics/event logger. Attempts to route to a global METRICS manager if present; otherwise writes NDJSON lines to a file specified

Start the coroutine if no task is already running; returns True if started.

Compute the best path according to configured strategy.

Enforce single-writer invariant: mutations must come from EHS worker threads or from code that explicitly acquires the memory.add_entry_lock o

Get the field state for a specific dimensional shell. Args: dim: The shell dimension Return

Safely convert a torch tensor or numpy array to a numpy array on host memory. Works with CPU tensors, CUDA tensors, numpy arrays, and None. If to

Main step method integrating M20 processing when available

Calls the LLM with full context, persona, and domain hints. Includes a fallback to a local model and a filter to reject generic respo

Module-level safe no-op metric increment helper. Some code paths define a local `_increment_metric` and shadow this, but other call sites exp

Compute refractive index n(x) at a position using field energy density and curvature. n(x) = 1 + a�u(x) + ߷L(x) Where:

Render a Ray Alert panel or a plain fallback line if Rich is unavailable/disabled. Expected entry keys: source_label,target_label,source_dim,targ

Return an action vector given a state. This is intentionally lightweight: it accepts a numpy array-like state or an object with a num

Safe Laplacian-times-vector for dense or sparse matrices. Uses .dot when available to avoid potential SciPy @ quirks; falls back to @.

Broadcast a plain JSON string to connected WebSocket clients. This mirrors SSE broadcasts for frontends preferring websockets.

Compute Q(t) emergence with scenario-dependent scaling and present-day headroom. Q(t) = Q∞ * (1 - e^(-sQ*t)) where: - Q∞ = E8_Q_ALPHA * E

Legacy method name - delegates to _load()

Build telemetry snapshot and include 'insights' for tetra visualization.

Compute local curvature approximation for refractive index calculation. Uses field gradients and shell geometry to estimate Ricci-li

Utility to schedule async coroutines without disrupting sync call sites.

Create configuration from environment variables.

Get current annealing status.

Compute cosmic time parameter t' with τ-shaped mapping for present-day headroom. τ-shaped function provides: - Early time: slow emergence

Project high-D embedding to canonical 8-D with optional modes: - e8: apply E8 basis (Householder) to first 8 dims of vec (or pad/truncate), th

Constructs the current state vector from all relevant cognitive modules.

Compute system stability score.

Return the effective geodesic radius limit for attention light-cone. If E8_RAY_CONE_LMAX is set (>0), use it. Otherwise, approximate with

Generate a fallback teacher question when LLM is unavailable.