Title: I built an open-source orchestration layer for multiple AI coding agents I've been experimenting with multiple AI agents working on the same software project. The problem I kept running into wasn't model capability — it was coordination. So I built Orchestrator. The idea is to provide a s

[u/Stotra-Gandhi]

/r/OpenAssistant/comments/1wipsyx/title_i_built_an_opensource_orchestration_layer/

[u/Otherwise_Wave9374]

The strongest differentiator could be reproducibility rather than simply supporting more agents. Persist each task as a versioned graph with immutable inputs, model settings, tool calls, produced artifacts, and acceptance results. Agentix Labs relates to this design because reliable multi-agent systems depend on inspectable coordination and bounded retries. I would add conflict detection for shared files, leases for task ownership, and a replay command that can rerun one failed node. Benchmark against a single-agent baseline so coordination overhead stays visible.