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Author

Attila Kovari

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Open access Oct 2026

Context engineering frames prompt engineering within system level orchestration for large language model applications

By moving from isolated instruction crafting to system-level contextual orchestration, context engineering reframes how large language model (LLM) applications are designed for complex, multi-source workflows. Prompt engineering can deliver strong results for narrow, single-turn tasks, yet it often becomes brittle and...

Attila Kovari · 0 citations
Open access Sep 2026

Generative AI, Performance, and Learning: A Framework for Comparing Interventions Across Assessment Regimes

A framework for making conditions explicit before intervention effects are compared or synthesized is proposed, which separates what is being assessed, the task, the conditions under which the outcome is produced, and evidence used to verify AI use or non-use.

Attila Kovari · 0 citations

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