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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

V. Lyashkevych

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3 papers indexed here

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Preprint Jul 2026

Specification-Driven DevOps for Multi-Service Environments

This study investigates whether a frontier LLM can generate Dockerfiles and Docker Compose configurations for multi-service applications using repository contents without access to developer-authored deployment artifacts and analytically derives a minimal explicit deployment specification for information that cannot be reliably inferred from repository artifacts.

Oleg Grynets, Kyrylo Fursov, V. Lyashkevych et al. · 0 citations
#software testing Preprint Aug 2026

Specification Portability Across LLM Development Agents: Cross-Agent Compatibility in Specification-Driven Software Migration

The results show that specification size alone does not predict implementation quality and that cross-agent transfer can produce substantial agent-dependent degradation, and suggest that specifications in heterogeneous SDD workflows should not automatically be treated as agent-neutral artifacts.

Oleg Grynets, O. Ilchuk, Dariia Zatulna et al. · 0 citations