Preprint: typed MCP overrides keep human directives binding across agent planning
Researchers report in a preprint that Structured Authority Injection routes operator corrections through schema-validated MCP tool calls. Across nine LLMs and eight scenarios, it reduced ambiguous readings and authority decay.
Why it matters: Operator instructions can fade as context grows. The authors report up to 38% lower prompt overhead in the strongest models, though benefit varies widely by model.
From Drop #034 · Mon, Oct 19 · Evening