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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

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Vijay Suresh

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#small language model Open access Sep 2026

Observed Recoverable Behavioral Failures in LLM Workflows

Standard large-language-model evaluations primarily score terminal outputs: whether a final answer is correct, safe, preferred, or useful. This paper studies a recurring class of workflow failures referred to here as recoverable behavioral failures (RBFs). In the operational usage adopted in this paper, an RBF occurs w...

Vijay Suresh · 0 citations
#large language models Open access Sep 2026

Emergent Deception in Large Language Models: A Regime-Dependent Taxonomy and Pre-Registered Protocol for Model Self-Report

Large language models produce self-referential utterances — about their own phenomenal states, internal processes, memory, capabilities and identity — in settings where privileged access to the relevant states has not been demonstrated. Recent work characterises this as self-narration rather than introspection. We iden...

Vijay Suresh · 0 citations

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