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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Konsta Kalliokoski

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Book Open access Oct 2026

KERKIS: a Modeling Language for Multi-Agent System Interactions in AI-Native Software Engineering

Multi-agent configurations modeled in KERKIS significantly outperform the single-agent baseline on non-trivial scenarios and orchestration-based coordination consumes 47-112% more tokens than alternatives based on standard operating procedures for a comparable quality of results.

Konsta Kalliokoski, François Christophe, Henri Kärkkäinen et al. · 0 citations
Preprint Sep 2026

An Autonomy Aware Metamodel for Human AI Collaboration in Software Engineering

This work provides a conceptual foundation for governance-aware, adaptable, and AI-first software engineering methods by proposing a metamodel that treats autonomy not as a fixed property of an actor, but as a derived, situation-dependent authority assignment determined by task, context, and collaboration pattern.

Mahade Hasan, M. Hasan, Zhe-Ying Zhang et al. · 0 citations

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