Description
Position paper arxiv 2605.01280 (May 2026) argues LLM inference serving requires mathematical optimization for request routing, scheduling, cache management, load balancing, and resource allocation — not just heuristics.
Relevant to Zeph's multi-provider LLM routing and zeph-llm cascade routing (#1696).
Research Value
- Formalizes request routing decisions that Zeph currently handles heuristically
- Cache management and load balancing frameworks applicable to Zeph's provider registry
- Could improve cascade routing reliability (which had 5 follow-up fix PRs post-merge)
Paper
https://arxiv.org/abs/2605.01280
Environment
- Version: 0.21.1
- Features: full
Description
Position paper arxiv 2605.01280 (May 2026) argues LLM inference serving requires mathematical optimization for request routing, scheduling, cache management, load balancing, and resource allocation — not just heuristics.
Relevant to Zeph's multi-provider LLM routing and zeph-llm cascade routing (#1696).
Research Value
Paper
https://arxiv.org/abs/2605.01280
Environment