Testing three production engines showed that one achieves 22/22 syntactic TPC-H acceptance but falls short on full semantic validation, function-level pass rates of 94% on non-string categories mask dramatic per- category swings.
TRIAGE, a three-level routing framework that reduces token consumption by reusing historical execution trajectories, and proposes an automatic Skill extraction mechanism that distills high-frequency trajectory patterns into deterministic Skills, creating a positive feedback loop of the more you use it, the more efficie...
This work presents MetaRoute-Bench, an open, inspectable framework for comparing meta-decision policies under a shared execution model, and releases task generation, policies, traces, tests, and analysis artifacts to support live-system validation.
Natan Vidra, Alina Kapanova, Arun Kanhai et al.· 0 citations
This work introduces an executable benchmark and a budget-aware meta-router that composes heterogeneous operations from raw task text that establishes a reproducible testbed and a bounded proof of concept, not evidence of live-LLM performance.
Natan Vidra, Alina Kapanova, Arun Kanhai et al.· 0 citations
TransForm is presented, a control/data-plane split in which MCP returns a small envelope plus a machine-readable descriptor, and large payloads are delivered over stream-able HTTP as JSON, Parquet, or Arrow IPC (blob or chunk stream).
AgentWeave is introduced, a deterministic pre-inference routing layer that constructs a bounded model-visible action space using eligibility, requirement, capability, and routing signals and shows lower mean local-model latency.
Saurav Singla, A. Singla, Advik Gupta et al.· 0 citations
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