Source record

Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2607.08774.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

Paper introduces CogniConsole, an architecture that externalizes inference-time control in LLM systems into a structured interface combining programmatic coordination with bounded prompt-based reasoning. Empirical probes (N=489) show structural scaffolding systematically reduces output variance and failure rates under fixed model architecture.

Reframes LLM reliability as an inference-time control problem rather than a capability problem, backed by quantitative scaffolding data. Relevant to anyone designing multi-step LLM systems.

Cited by

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