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Debjyoti Paul

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Jul 2026

Context Assembly as the Controlled Variable: A Control-Theoretic View of Harness Policies for Frozen LLM Agents

The formal decomposition is developed, a stability argument for the online controller in the sense used by Zhang et al. (2026) is given, an uncertainty-calibration analysis of the controller's own confidence against realized task outcomes is reported, and an uncertainty-calibration analysis of the controller's own conf...

Debjyoti Paul · 0 citations
Jul 2026

A Control System, a Dataset, and a Recipe for Making Frozen LLM Agents Learn a Domain

This work treats the harness-control-system code, the cross-domain verifiable task suite, the full trajectory/reward-decomposition logs from training, and a provider-agnostic deployment recipe for applying this to a new organization's domain and verification setup.

Debjyoti Paul · 0 citations

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