Quantifying infrastructure noise in agentic coding evals
… A few-point lead might signal a real capability gap—or it might just be a bigger VM. …
… A few-point lead might signal a real capability gap—or it might just be a bigger VM. …
… With our new effort parameter on the Claude API, you can decide to minimize time and spend or maximize capability. …
… Q: If models can only introspect a fraction of the time, how useful is this capability? …
… The result is near-frontier capability at a fraction of the cost, subsidized by the United States. …
… Limitations This research is just a start. …
… But it may be better conceptualized as a capability grant. …
… Models of this capability level require stronger cyber safeguards before they can be generally released. …
… As engineers shift from working 1:1 with agents to managing them in parallel, this is exactly the kind of frontier capability that unlocks new workflows. …
…We've published Agent Skills as an open standard for cross-platform portability. (December 18, 2025) As model capabilities improve, we can now build general-purpose agents that interact with full-fledged…
… Our dedicated Anthropic Center of Excellence accelerates readiness and capability-building, aligned with Infosys’ AI-first value approach. …