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Independent Researcher
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Silent policy violations in tool-using LLMs can be mitigated by deterministic gates, improving success rates by over 12 percentage points in critical tasks.
Conflict resolution in LLM memory systems can be drastically improved by replacing LLM judgment with deterministic aggregation, yielding up to a 28-point performance boost.
