JAKKRIT BOONMA

HEAIN Framework An Infinitely Scalable Fractal Intelligent Network Seamlessly Linking Cloud and Edge AI, Resilient to Failure and Multi-Dimensional Fraud

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 fr...

The CineNexus Pro Case Study on heain-core Whole-System Validation of the HEAIN Framework through an 11-Node Simulation, 25 Test Scenarios and a 24-Hour Soak under Random Faults

Abstract The HEAIN paper series has proposed a fractal architecture that joins the cloud and Edge AI [1][2], specified it as a protocol [3][4], proven its mechanisms one at a time on real hardware [5][6][9][10], and laid down a theory of structural immunity [7][8]. Mechanism-leve...

Multi-Level Role Succession HEAIN Core Protocol 1.2: Self-Discovering Multi-Level Promotion for Fractal Edge AI Resilient to Cascading Failure

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...

Standalone Survival and Self-Governance HEAIN Core Protocol 1.3: Automatic Role Return, Operation Through Network Partitions, and Hierarchy-Wide Configuration Governance for Fractal Edge AI

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 ma...

The Triad of Structural Immunities: A Theoretical Framework for Preventing Cascading Failures, Authority Creep, and Alert Storms in Fractal Edge AI

Edge AI and modern decentralized systems increasingly rely on multi-layer hierarchical architectures, such as fractal governance models, to scale operations across distributed environments. Existing distributed protocols such as Raft, Paxos, or application-level circuit breakers,...

The Triad of Structural Immunities: A Theoretical Framework for Preventing Cascading Failures, Authority Creep, and Alert Storms in Fractal Edge AI

Edge AI and modern decentralized systems increasingly rely on multi-layer hierarchical architectures, such as fractal governance models, to scale operations across distributed environments. Existing distributed protocols such as Raft, Paxos, or application-level circuit breakers,...

HEAIN Core Protocol: A Normative Specification for Collective Intelligence in Fractal Edge AI Governance

Hybrid Edge AI Node establishes a fractal governance architecture for distributed AI infrastructure, but as a theoretical contribution it leaves the exact wire-level and operational behavior of a conformant implementation underspecified. This paper introduces HEAIN Core Protocol...

Hybrid Edge AI Node: A Fractal Governance Architecture for Sovereignty-Aware Distributed AI Processing

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 — hi...