Introduces the DeepConf plugin for confidence-aware reasoning with early termination for local models, based on the 'Deep Think with Confidence' paper. Adds core modules for confidence calculation, threshold calibration, and online processing with consensus-based stopping and weighted majority voting. Integrates DeepConf decoding into the inference pipeline and provides a test suite for validation.