AdverserialAI

🔧 Scheduled maintenance: the platform will be briefly offline while we ship a fix for the intermittent "NVIDIA evidence bundle is stale" errors some of you hit. it happens 1/3 of the time. I was able to pin down the bug, and should be solved on this next release. After that, no more bugs of this nature. This is basically the source of all your 503 or anything related to attestation failures now it will get fixed.

We were able to fine tune an open weight model (Qwen3.5-9B) on proprietary internal data at @coinbase, and it out performed frontier models, at much lower cost and speed, for a specialized task (fraud prevention in this case). I think we'll see more of this pattern inside companies. The frontier models are amazing generalists. But increasingly you'll see specialist models out perform on more narrow tasks, either working on teams, or by themselves. We're making it easy to fine tune models internally for our employees. We even have a skill for it in our internal harness that makes it easy to spin these up and start training them: "/fine-tune-and-serve-llm I want to fine-tune Qwen for payments risk review. help me get started" I imagine we'll have some backend services that could be replaced entirely by this new architecture.