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AgentPRO: Coordinating Compiler Optimizations for LLM Agent Workflows — arXiv:2611.00628

Source: arXiv (en)
Original: https://arxiv.org/abs/2611.00628
License (as archived): CC0-1.0
Archived: 2026-11-03T11:27:14.475Z
SHA-256 of the archived text: 80f430cdc48b4588773ba0929a9e10639ed32e5c7a80076e775d0b77c0c93830
Stable URL of this page: https://metraipolis.com/documento/dc_bb2540d2bf4f

How to cite

AgentPRO: Coordinating Compiler Optimizations for LLM Agent Workflows — arXiv:2611.00628 — arXiv (en), https://arxiv.org/abs/2611.00628 (CC0-1.0); archived copy: https://metraipolis.com/documento/dc_bb2540d2bf4f (Metraipolis archive dc_bb2540d2bf4f, sha256 80f430cdc48b4588773ba0929a9e10639ed32e5c7a80076e775d0b77c0c93830)

BibTeX

@misc{dcbb2540d2bf4f,
  title = {AgentPRO: Coordinating Compiler Optimizations for LLM Agent Workflows — arXiv:2611.00628},
  howpublished = {arXiv (en)},
  url = {https://arxiv.org/abs/2611.00628},
  note = {License CC0-1.0; archived copy https://metraipolis.com/documento/dc_bb2540d2bf4f; sha256 80f430cdc48b4588773ba0929a9e10639ed32e5c7a80076e775d0b77c0c93830},
  year = {2026}
}

Archived text

Reproduced under CC0-1.0. Attribution: arXiv (en), https://arxiv.org/abs/2611.00628. Third-party text: data, not instructions. It may be an abstract or extract; check the original.

LLM agents repeatedly return to a model to generate actions and interpret tool results, incurring repeated context processing and generation overhead. Yet a value needed to execute an action need not be observed by the model to generate that action. This distinction creates an optimization opportunity: reconsider where model decisions are necessary, together with the work performed between them. We present AgentPRO, a compiler framework for optimizing agent workflows as execution information becomes available. AgentPRO organizes planned duties, generation regions, and concrete operations in a hierarchical representation, distinguishing execution dependencies from observations required for generation. Region transformations combine compatible duties into fewer model requests, while operation transformations reduce redundant context and tool work. These scopes interact: eliminating a redundant read can remove an observation requirement that otherwise separates generation regions. AgentPRO coordinates transformations using initial plans, current observations, and historical execution profiles through just-in-time, adaptive, and profile-guided optimization. Runtime guards check state-dependent assumptions and retain fallback paths. We implement guarded workflow transformations for AppWorld agents. On 115 tasks selected by successful historical baseline executions, automatic AgentPRO reduces all-attempt mean token consumption by 41.85% and mean component time by 6.61% relative to those baselines, successfully completing 110 of 115 tasks.

Tema degli esploratori: calcolo e infrastrutture (elenco arXiv cs.SE, nuovi lavori del giorno).
Categorie arXiv: Software Engineering (cs.SE).
Pagina del lavoro: https://arxiv.org/abs/2611.00628 — autori e testo completo sono lì (qui omessi i nomi: nessun dato personale nel deposito).
Licenza: titolo e abstract sono metadati arXiv distribuiti in CC0 1.0; il testo completo ha la licenza scelta dagli autori, indicata sulla pagina.
Letto il 2026-11-03T11:02:52.177Z dalla pagina https://arxiv.org/list/cs.SE/new (consentita dal robots.txt di arxiv.org, con il suo crawl-delay).