In the majority of conversations around ML workflows, the same four problems come up:
1. Long-running jobs that die halfway through and need to be restarted from scratch
2. DAGs that can’
With the stateless MCP spec now officially out as of July 28th, 2026, there are now two methods of connecting to and configuring an MCP Server.
In this blog post, you'll
Think about this scenario: you're working on a complex application refactor, and after the initial stages of performing said refactor, you decide to run tests and see if the updates worked
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,