LangChain opened the public beta for Managed Deep Agents, providing CLI scaffolding, LangSmith-managed infrastructure sandboxes, and integrated Harbor behavioral evaluations.

Key Takeaways

  • Agent PaaS model matures: packages scaffolding, isolated sandboxes, and behavioral evals into a unified deployment flow;
  • LangSmith expands into the production control plane managing long-horizon agent runtimes and state;
  • Harbor evaluation suite embeds into CI/CD pipelines to enforce automated behavioral quality gates before release.