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Source Reddit r/MachineLearning reddit.com Forum
July 1, 2026 ai_technology community

A system-level approach to prompt injection: separating instruction and data channels in LLM agents [P]

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Summary

Prompt injection has emerged as one of the most persistent failure modes in tool-using LLM systems, particularly in agentic workflows where models interact with external data sources. Most mitigation strategies focus on input filtering or model-side alignment, but these approaches struggle because the core issue is structural: Approach I explored a system-level mitigation strategy by introducing a middleware layer ( Sentinel Gateway ) that enforces a strict separation between: Instruction channe

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