Whitepapers

The gap between the flagship you rent and the model you can own has compressed to weeks, with Opus 5, Sol and Kimi K3 now within a point of each other on agentic coding. A two-year cost model puts the line where renting and owning cost the same at roughly 40 agentic developers.

Defines what a Private LLM really means and why a clear standard is critical for security, compliance, and usability. It also provides a practical framework to evaluate options and design solutions tailored to your organization’s workflows.