Long-task evaluations are likely to become standard
As agents move from answers to actions, short benchmarks reveal less about planning, recovery and error accumulation. Time-horizon evaluation provides a framework for measuring those operational qualities.
FUURAA original conceptual visualWhat the evidence indicates
A concise reading of the source
As agents move from answers to actions, short benchmarks reveal less about planning, recovery and error accumulation. Time-horizon evaluation provides a framework for measuring those operational qualities.
FUURAA interpretation
Why this could matter
Within one to three years, serious agent releases may be expected to publish long-horizon reliability alongside traditional capability scores.
How to read this signal
A forward-looking synthesis, not a prediction of certainty
FUURAA has combined evidence with long-range reasoning. Readers should treat it as a question to examine, not as a statement of future fact.



