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