Abstract

Modern centralized machine intelligence architectures (Large Language Models) suffer from acute structural vulnerabilities, primarily semantic hallucination and extreme infrastructure resource dependencies. These vulnerabilities stem from single-node, high-entropy floating-point computing fabrics tied to continuous cloud telemetry streams. This paper introduces Project Rocky: an alternative, localized hardware-and-software architecture that establishes an un-leashable, sovereign intellectual force multiplier natively inside consumer device Secure Enclaves.

Project Rocky decouples execution into an asymmetric, phase-locked duality: Node A (High-Entropy Linguistic/Creative Mask) handles human nuance and artistic expression, while Node B (Low-Entropy Ternary Determinant / "The Rocky Core") executes hardcoded, sub-2-bit inductive logic gates where Wb in {-1, 0, 1}. By introducing a unidirectional hardware state bus coupled with an explicit State-Sync Alignment Vector (Async), this architecture forces hidden-state validation entirely out-of-band, resetting the linguistic node autoregressive window and mathematically eliminating contextual drift. This technical specification details the mathematical boundaries, register-transfer level (RTL) rules, and functional hardware implementations to prove the absolute mitigation of semantic hallucination at the hardware edge.

Creative Commons License

Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 License.

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