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April 19, 2026Open Access

LLMs Are Unreliable Routers. Orchestration Is Not an Inference Problem.

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Authors

GGGustavo Gondim

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Overview

Argues for treating orchestration as a systems problem in LLMs, suggesting a need for reliability in workflows.

Key Points

  • The central aim is to demonstrate that relying solely on LLM inference for agent coordination is inadequate for production systems.
  • Examined context degradation effects on LLM performance with longer input lengths.
  • Analyzed instruction-following accuracy in agent scenarios.
  • Reviewed architectures like deterministic compilation and DAG-based orchestration for performance metrics.
  • Identified a measurable decline in LLM performance with increasing input length.
  • Found that less than 30% of instructions are successfully followed in multi-agent tasks.
  • Proposed six design principles aimed at enhancing reliability in agent orchestration.

Cite This Study

Gustavo Gondim (2026) studied this question.

synapsesocial.com/papers/69e472a8010ef96374d8e999https://doi.org/10.5281/zenodo.19636342
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