Comment by matbanik

Orchestration is a lot of skill calling, templates (usually YAML) and gate checks. And the workflows, oooh lord the workflows. From my experience, if you get the agentic instructions right, the workflow runs fine on OpenCode, Claude Code, Codex and Antigravity. I have to tinker around since for personal stuff I use only subscriptions. For business I run the API, but that gets expensive very quickly, especially with lots of agent runs and validation cycles. That said, you test your agentic instructions in OpenCode and then port the agent logic into a framework like LangGraph or CrewAI and run everything on Amazon Bedrock AgentCore. It can take an afternoon to get this set up for production, but it's nice to have something running on its own with minimal intervention. You can do controls and output capture over MCP, the API, or even S3.