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KNet Systems Research & Architecture

Architectural Whitepapers

Rigorous research, formal models, and system blueprints on enterprise AI reliability. Exploring how durable deterministic workflows and stochastic agentic reasoning unite to deliver mission-critical outcomes.

Draft working papers open for executive deliberation, peer review, and iterative refinement.
Draft v0.1October 31, 2026

Domain Software Factory: Software-First Autonomous Service Operations with Human Governance

From software-assisted human labor to software-first operational factories: how autonomous agents and deterministic pipelines deliver end-to-end service processes with continuous human-in-the-loop governance.

Domain ArchitectureAutonomous OperationsHuman-in-the-LoopService AutomationSystems Engineering
7 min read
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Draft v0.1October 31, 2026

A Network of Agentic and Deterministic Flows

Why enterprise reliability demands hybrid orchestration over pure stochastic loops: formalizing the boundary between autonomous agency and deterministic control.

Systems ArchitectureAgent OrchestrationDeterministic WorkflowsReliability Engineering
6 min read
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