Systems Architecture & Research

Engineering Blog

Technical deep dives into planetary-scale AI scheduling, distributed systems architecture, and high-performance inference routing.

Inference Architecture • September 2026

Overcoming LoRA Scaling Bottlenecks with Intelligent Inference Routing

Enterprise AI is shifting away from monolithic general-purpose endpoints toward dense ecosystems of specialized expert adapters. Discover how Tensor Axiom's composite scoring engine eliminates PCIe adapter thrashing, VRAM fragmentation, and batching inefficiencies across multi-tier memory hierarchies.

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Inference Architecture • September 2026

Distributed LLM Inference and Stateful KV-Cache Routing

LLM inference is a stateful, memory-bandwidth-bound, and topology-sensitive operation. Explore how Tensor Axiom overrides stateless load balancers by combining Envoy ext_proc gRPC streaming, a high-water-mark ZeroMQ event mesh, and a lock-free RCU Sharded Radix Trie.

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