Abstract HEAIN-CORE-1.1 [5][6] showed that the seven core procedures of the HEAIN Core Protocol run correctly on real hardware, and HEAIN-CORE-1.2 [9] made promotion climb several levels. Five limitations still kept the system from being ready for real outages: role return was manual and last-in, first-out; a "network...
JAKKRIT BOONMA· Zenodo (CERN European Organi...· 0 citations
Abstract This paper presents the HEAIN Framework, an enterprise-grade intelligent network architecture designed to seamlessly combine the processing power of a centralized cloud with artificial intelligence at the network edge (Edge AI), on a fractal architecture that can grow freely, together with advanced safeguards...
JAKKRIT BOONMA· Zenodo (CERN European Organi...· 0 citations
HEAIN-CORE-1.1 [5][6] showed that the seven core algorithms (P1–P7) of the HEAIN Core Protocol run correctly on real hardware. Promotion under Role Transformation (P6), however, was limited to one level per process lifetime. Once a node had been promoted to act for its parent, it stopped watching everything above that...
JAKKRIT BOONMA· Zenodo (CERN European Organi...· 0 citations
Automatic dubbing systems now produce intelligible speech, but professional subtitling and dubbing remain constrained by three problems that are seldom addressed together. Expressive delivery has to be directed by people who read the picture; profane or censorable content has to obey rules that differ by country and de...
JAKKRIT BOONMA· Zenodo (CERN European Organi...· 0 citations
Centralized cloud architectures increasingly struggle to meet the latency, data-sovereignty, and bandwidth demands of industrial AI workloads. This paper presents Hybrid Edge AI Node, a distributed processing architecture that unifies six previously separate research threads — hierarchical edge orchestration, hierarchi...
JAKKRIT BOONMA· Zenodo (CERN European Organi...· 0 citations
Centralized cloud architectures increasingly struggle to meet the latency, data-sovereignty, and bandwidth demands of industrial AI workloads. This paper presents Hybrid Edge AI Node, a distributed processing architecture that unifies six previously separate research threads — hierarchical edge orchestration, hierarchi...
JAKKRIT BOONMA· Zenodo (CERN European Organi...· 0 citations
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