Read this release today. Some crazy numbers.
The tau2-bench number is 98% across all difficulty levels. That is the one that got me because usually these releases post a strong easy score and then quietly die at hard difficulty. This one... claims it holds.
For multi-step agent work that actually matters more than most benchmarks. A model that drifts on step 4 of a 6 step chain is a debugging nightmare regardless of what its SWE score looks like.
Raw capability is mid, Toolathlon at 49.5, GDPval at 45.8. So this is clearly a reliability play, not a frontier capability play. Depending on your use case that is either fine or a dealbreaker.
- 198B sparse MoE
- 11B activ
- 400 TPS
- 256K context
- Apache 2.0
- runs locally on M4 Max and DGX Spark.
Has anyone actually put this through agent evals or am I just reading the release card.
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