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Inference Systems · Research

AllChip ArchitectureInference SystemsQuantization & Compilation
Inference SystemsSeptember 6, 2026

A Lifecycle-Aware KV Cache System for Agent Inference

Agent inference extends a single model call into a long-lived workflow of planning, tool execution, observation integration, validation, and retries, turning the KV cache from a temporary per-request tensor into execution state spanning multiple turns.

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