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ObservedResearch FrontiersNow
Reliability matters more than a best-case agent demonstration
A model may occasionally complete a long task without being dependable enough for deployment. METR therefore reports horizons at defined probabilities rather than treating one successful run as proof of capability.
METR19 March 2025Reviewed 26 July 2026
FUURAA original conceptual visualWhat the evidence indicates
A concise reading of the source
A model may occasionally complete a long task without being dependable enough for deployment. METR therefore reports horizons at defined probabilities rather than treating one successful run as proof of capability.
FUURAA interpretation
Why this could matter
Product claims should state repeated success rates, task conditions and human intervention—not only show a polished demonstration.
How to read this signal
Documented development
The underlying event, report or finding has been published. Its future consequences may still be uncertain.
