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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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Jaron Hardage

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#small language model Open access Oct 2026

Side channels in LLM secret defense: a pre-registered replication of the Paradox of Active Defense across five target models

Large language models deployed with a secret in their system prompt defend it only by following an instruction. A pilot study (88 tracked adversarial assessments against ten models and seven prompt designs, March to April 2026) found that the defense leaves traces while it holds: the model recites the secret in its rea...

Jaron Hardage · 0 citations

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