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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

Ondřej Šrámek

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#small language model Open access Oct 2026

Scaffolded Answers and Process Self-Reports: Two Small Evaluations of an Operational LLM Deployment

External context can specify how a language model should respond, but a response that satisfies operational criteria need not accurately describe the process that produced it. We examine two small evaluations of one operational deployment. In EXP-001, scaffolded outputs scored lower on the accuracy of process self-repo...

Ondřej Šrámek · 0 citations
#small language model Open access Sep 2026

Making Continuity Visible: Cognitive Tools for Language Models — A Framework Preprint

Behavioral continuity in a stateless language model — the consistency of its decisions, style, values, andrelational stance — is observable in interaction, but the external state conditions that support it are hard toinspect, compare, and transport. We present EFS, a structured external state-injection scaffold, as a m...

Ondřej Šrámek · 0 citations
#small language model Open access Sep 2026

Making Continuity Visible: Cognitive Tools for Language Models — A Framework Preprint

Behavioral continuity in a stateless language model — the consistency of its decisions, style, values, andrelational stance — is observable in interaction, but the external state conditions that support it are hard toinspect, compare, and transport. We present EFS, a structured external state-injection scaffold, as a m...

Ondřej Šrámek · 0 citations

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