2026· Informatization and communication· Vol 3· 0 citations
TL;DR
The aim of the work is to develop the architecture of a validation orchestrator that provides hybrid routing of requests between APIs of scientific databases and web resource parsing modules that provides hybrid routing of requests between APIs of scientific databases and web resource parsing modules.
Abstract
The article addresses the problem of automated validation of bibliographic and factual sources in the context of multi-agent intelligent competitive intelligence platforms. The relevance of the study is driven by the growing volume of information flows and the need to ensure the reliability of data used for management decision-making in organizational systems. The aim of the work is to develop the architecture of a validation orchestrator that provides hybrid routing of requests between APIs of scientific databases and web resource parsing modules. A multi-level orchestrator architecture is proposed, including a routing layer, a unified evidence schema, a cross-verification mechanism with a four-level reliability scale (Confirmed, Likely, Unknown, Conflict), and a request audit subsystem. A comparative analysis of API-based and parsing-based approaches is conducted against criteria of stability, source coverage, reproducibility, and completeness of extracted data. The scientific novelty lies in substantiating a hybrid approach to validation with a formalized evidence aggregation schema from heterogeneous sources.
XOps is proposed, a five-layer reference architecture integrating PlatformOps, DataOps, MLOps and AIOps beneath an Agentic Orchestration layer with Policy-as-Code governance, together with a continuous-time Markov chain model quantifying the availability effect of agent-driven remediation.
Mete Köse, E. Küçüksille· Scientific Reports· 0 citations
The proliferation of large language model (LLM)-based autonomous agents has created a new class of distributed system: the multi-agent LLM network. While significant research focuses on the intelligence of individual agents, comparatively little work addresses the software architectural concerns that govern how fleets...
Ketankumar Savajiyani· 2026 International Conferenc...· 0 citations
This research devoelops and validates an algorithmic framework for intelligence requisition management through the integration of Excel, artificial intelligence agents and Power BI. The study adopts a mixed-methods approach with a quasi-experimental design implemented in a metalworking company, aiming to optimize the t...
M. A. Espejel Rivera, Enrique de Jesús Mohedano Torres, J. Hernández Islas et al.· International Journal of Com...· 0 citations
This paper proposes the Evaluation Context Protocol (ECP), an early-stage, vendor-neutral framework intended to act as a portable evaluation contract layer for agentic systems and describes an open-source reference implementation that includes adapters for LangChain, LlamaIndex, CrewAI, and PydanticAI.
Context and relevance. In the context of the digital transformation of the global economy, industrial digital platforms and ecosystems based on standardized distributed business models play a key role. The theoretical foundation of the study is the Reference Architectural Model Industrie 4.0 (RAMI 4.0), which enables t...
I. N. Fomin· Modelling and Data Analysis· 0 citations
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