Open Weight Models (Qwen, DeepSeek, Kimi) need a place to run that gives the ability to have shareable GPUs, a first-class orchestration/scheduler, and traffic routing capabilities that engineers are comfortable with.
Sandboxed Agents means we're going a level deeper in terms of where AI runs. Originally, it could be an Agent Harness like opencode or Codex running on your local terminal. Now,
High Availability (HA) is the cornerstone of an efficient, scalable, performant system. Without it, zero downtime and migrating/scaling state for systems would be impossible. In this case, the "system" is
Cost in AI will vary per user and department. If an engineer is refactoring a codebase or observing an environment to fix anomalies, the token spend may differ from that of someone in
Tokens turn into dollars, and the tokens are expanded upon in many different ways. Input tokens, output tokens, agent context racking up tokens due to ingesting MCP Server tools, and token output increasing
