A Resonant Decoder LLM born from the Temporal Oscillatory Substrate. Five biological oscillator bands — Delta, Theta, Alpha, Beta, Gamma — compute meaning through wave interference, not matrix multiplication. The X-Band Explorer dynamically spawns virtual channels for emergent understanding.
Not static attention layers. Ondas computes over phase-coupled biological frequency bands — each a distinct resonant channel.
The "I am here" baseline. Deep positional anchoring that grounds the entire resonance field.
The clock. Gating the Attention Window, modulating what enters and leaves working resonance.
Noise filter. Directs energy toward resonant token pathways, suppressing spurious activation.
Sequential reasoning engine. Drives step-by-step generation and logical chain formation.
Fuses disparate concepts into single "thoughts." Coherence scores become confidence signals.
Spawns virtual oscillators to track high-energy interference. Expert states without bloating core physics.
Ondas computes meaning through coupled wave dynamics — not stacked matrix multiplications.
Gamma's amplitude is modulated by Theta's phase. When a theta peak coincides with high gamma amplitude, the system registers a meaning event. This is not a transformer attention head. It's a biological resonance pattern.
Coherence between Alpha-Beta and Beta-Gamma pairs produces an intrinsic confidence score — no separate confidence head needed. High cross-coherence = high certainty. Destructive interference = the model knows it doesn't know.
Theta phase gates attention: peak = maximum focus (sampling), trough = information ingestion. Computation is pulsed — mimicking biological metabolic efficiency. Each pulse is a full oscillation cycle, not a feed-forward step.
The Supreme Model monitors for spectral seizures (runaway Gamma), injects Alpha noise to restore balance, and labels emergent frequencies from the X-Band. A PID controller for cognition — no separate reward model needed.
The Ondas substrate couples distributed telemetry (ws://127.0.0.1:9001) into a native Spectral Bias Tensor. Every inference cycle shows you exactly which bands are resonating — and how they interfere.
Rust/Tokio substrate. Phase-coupled oscillators. No multi-head attention. No feed-forward stacks.
High-throughput WebSocket integration converting distributed telemetry (ws://127.0.0.1:9001) into a native Spectral Bias Tensor. Written in Rust/Tokio for sub-1ms coupling.
Creativity is inversely proportional to Gamma Coherence. High coherence (>0.95) = low temp = extreme focus. Low coherence (<0.75) = high temp = creative search.
Intrinsic PID regulation. Monitors all five bands, injects Alpha noise on Gamma runaway, labels emergent X-Band frequencies. Self-correcting, self-stabilizing.
When interference patterns exceed a threshold, virtual oscillators spawn automatically. Each carries its own sub-state — expert routing without parameter bloat.
If all 5 bands reach 1.0 coherence simultaneously, the system experiences Information Death — a flat-line state where resonance collapses into silence. Ondas operates at the edge of chaos: maximum intelligence without total synchrony.
★ Operational sweet spot: 0.82–0.91 coherence ★Phase I: The Digital Mirror — sub-1ms telemetry visualizing your LLM's latent wave dynamics. The future of language models is frequency-based, not probability-based.