AGENT-ORCHESTRATION

Agent-Manager, Pane, and Golutra let you run multiple CLI coding agents in parallel. Here is the comparison of architectures, agent support, and which fits your workflow.

The architecture side of loop engineering: plan/act/verify cycles, convergence criteria, retry policies, budget-bounded loops, and the loop-until-dry pattern. Concrete TypeScript-shaped patterns for building agent loops that stop when they should.

Databricks open-sourced Omnigent, a meta-harness that sits above individual agent CLIs so your sessions, policies, and skills are not locked inside any single tool. Here is what it does, how to install it, and where it fits if you already run Claude Code and Codex.

What it actually takes to wire OpenAI Symphony into a Linear-driven Codex workflow - auth, runs, sandboxes, costs, and the gotchas nobody warned me about.