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Agentic Context Engineering

18 hours ago
https://arxiv.org/abs/2510.04618
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  • #Context Engineering
  • #Machine Learning
  • #Large Language Models
  • Introduces ACE (Agentic Context Engineering), a framework for evolving contexts in LLM applications.
  • Addresses brevity bias and context collapse by using structured, incremental updates.
  • Improves performance on agent and domain-specific benchmarks (+10.6% on agents, +8.6% on finance).
  • Reduces adaptation latency and rollout cost while leveraging natural execution feedback.
  • Matches top-ranked production-level agent on AppWorld leaderboard with a smaller open-source model.
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