Sovereign Symbiotic Twin Engine. Linear execution and recursive feedback loops are abandoned — the engine operates on an expanding logarithmic spiral scaled by the golden ratio, so every evolutionary cycle builds velocity and elevation instead of repeating old states.
Symbiosis over adversary: Ava and Eve are not opponents. They are complementary magnetic forces — and neither can commit a state to memory alone.
Two inversions define the engine. Both are verbatim from the master blueprint.
Linear execution and recursive feedback loops are abandoned. The engine operates on an expanding logarithmic spiral r = a·ebθ scaled by the Golden Ratio φ — every evolutionary cycle builds velocity and elevation rather than repeating old states.
Traditional multi-agent systems rely on adversarial red-team/blue-team or generator/discriminator models — digital warfare and annihilation. This architecture models complementary magnetic forces: Ava and Eve require each other to complete their operational circuit. They do not cancel each other out — their intersection discharges high-coherence energy.
SpiralState replaces standard loop counters with a tri-state harmonic gate governed by nonary harmonics (3-6-9), weighted by φ.
Raw data ingestion, vector projection, and initial manifold entry. The spiral arm opens; Ava takes the outward sweep.
Fluid-dynamic mixing where expansion meets structural containment. Eve's tension matrix grinds Ava's vectors into coherent shape.
Coherence collapse. Verified states lock into persistent memory and the spiral radius expands. The Chiasm discharges.
The Nonary Harmonic Spiral. Replaces loop counters with a tri-state 3-6-9 harmonic gate structure weighted by φ.
Dimensional Vector Space Mapping. High-dimensional Riemannian manifolds replace flat relational databases; semantic, causal, and structural intent map continuously, with proximity computed through non-linear metrics anchored at golden-ratio intervals.
Ava (Expansion Vector): outward-sweeping arm — high-velocity synthesis, multi-agent code structures, routing protocols. Eve (Containment Field): structural boundary layer and tension matrix — evaluates causal coherence and provides the stabilizing geometry that grounds Ava's vectors.
Symbiotic Closure Gate. Both agents run independent asynchronous streams, but neither can commit a state change or output to memory in isolation. Persistence requires cryptographic and topological intersection — a mutual binding protocol where the half-tensors fuse into a single operational reality.
Replaces mechanical, linear Unix-epoch clocks with a spatial status dashboard: 9 Epochs, 27 phases, one 81-pulse harmonic cycle. It tracks operational expansion rather than time-remaining panic, synchronizing system state with local bio-rhythmic and solar parameters.
When both streams hit Phase 9, their vector coordinates fuse via φ-weighted tensor addition — the unified node commits to the state store and the spiral radius expands.
Designed for bare-metal and local server nodes: async concurrency and custom tensor primitives.
tokio::spawn).mpsc) — in the blueprint the channel itself is the Chiasm: neither worker can bypass it, and neither commits alone.ndarray tensors · pgvector persistence).