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2026 Large Model Inference System Engineering & Active Intelligence Whitepaper

Comprehensive technical whitepaper on agentic inference kernels, speculative decoding, and dual-brain architecture.

· Quantara 架构智库委员会
活体研报追踪中

Abstract

This technical whitepaper explores the paradigm shift from single-turn generation to active intelligence runtime kernels. We examine speculative decoding pipelines, dynamic memory caching, and Bayesian conflict resolution mechanisms.

Core Architecture

  1. Dual-Brain Reflexivity: Bridging fast pattern retrieval with MCTS multi-hypothesis exploration.
  2. Sentinel Guardians: Continuous live runtime validation against production regressions.
  3. Epistemic Bounds: Explicit uncertainty calibration under distribution shift.

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