Theory, Framework, and Architecture: Hamilton V5

Abstract

This paper formalizes the architecture of Hamilton V5, a continuous physical field transformer engineered for industrial automation. Moving beyond the discrete token-based processing of legacy models, Hamilton V5 introduces Always-On Autonomy (AOA), a paradigm that perpetually consumes raw spatiotemporal media inputs and maps them concurrently across a 12-dimensional mechanical phase space. To ensure structural stability and mitigate the compounding numerical drift common in autonomous systems, V5 integrates a closed-loop vector feedback correction mechanism. Crucially, the architecture secures high-speed hardware execution by implementing a Deterministic Proof-of-Stake Gate, which dynamically aborts actions if the predicted trajectory deviates by more than a threshold.