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Keldura Daily · AI & Technology

AI competition moves from model benchmarks to working agents

Three developments worth separating: large-scale research agents, new frontier-model competition, and tools that extend agents beyond coding. Vendor-reported performance is distinguished from independently established results.

The field note

1 source · 1 item
  1. One reported optimization cut a backtest from approximately three hours to three to five minutes through cachin…
  2. Third Moment uses quantitative finance as an early application because it provides a concrete setting with a cl…
  3. The company plans to move toward hundreds of thousands of collaborating subagents; that is a roadmap, distinct…
Story 011 source

Third Moment runs 10,000 research agents for up to two days

Third Moment Research uses OpenAI models and Codex to run 10,000 agents at once, with investigations lasting 36–48 hours, according to an OpenAI customer account. Its system identifies recurring agent weaknesses and generates synthetic scenarios to improve performance; it also uses Daybreak to test research environments before simulations launch. [3]

Why it matters

The account offers a concrete example of the infrastructure behind long-running agents: improving models alone is not the whole job, because runtime efficiency, experimental feedback and security testing also shape what agents can accomplish. [3]

Key insights

  • One reported optimization cut a backtest from approximately three hours to three to five minutes through caching and memory packing, leaving more of the agents’ token budget available for experiments. [3]
  • Third Moment uses quantitative finance as an early application because it provides a concrete setting with a clear measure of success. [3]
  • The company plans to move toward hundreds of thousands of collaborating subagents; that is a roadmap, distinct from its reported current deployment of 10,000 simultaneous agents. [3]

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