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What Is Long-horizon Agent?

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Long-Horizon Agent An AI agent designed and evaluated on tasks that require hundreds of dependent steps and tool calls sustained over extended time, rather than a single-turn or short-sequence response.

Origin:Term of art from 2026 agent-benchmark literature, used across benchmarks like Long-Horizon-Terminal-Bench and SWE-Bench Pro and discussed in industry write-ups such as Arize AI's agent-evaluation field guide and arXiv 2607.08964. Distinguishes agents built and measured for sustained, multi-step autonomy from ones built only for quick single-shot completions.
First Seen:2025
Peak Era:2026 (AI Agent Benchmarking)
Aura Impact:+12 Aura (A Long-Horizon Agent Actually Finishing The Task) / -15 Aura (Losing The Plot By Step 40)

EXAMPLE USAGE

"It's not a chatbot demo anymore, it's a long-horizon agent running the whole migration unattended."

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