The interesting part here is not the 40B figure but the 2.5B active parameters — sparse MoE is what makes large weights practical on a laptop, and 125 tok/s on an M4 Pro is genuinely usable speed for agentic coding loops. If the 74.2% on SWE-bench Verified survives independent replication, local coding agents stop being a demo and become a real workflow option. Apache 2.0 licensing also removes the last excuse for enterprises that want coding help without shipping proprietary code to a cloud. Caveats apply: vendor-reported benchmarks with custom scaffolding deserve skepticism, and 'for agents' tuning is only as good as the harness around it. Still, this is exactly the segment — open-weight, efficient, specialized — where smaller labs can outmaneuver the giants.