Experienced OSS Contributors Wanted
We are looking for experienced open source contributors to help remove LangGraph from the agent harness and replace it with a simpler, more capable orchestration model.
Summary
Most modern agentic harnesses are built around a simple while true loop and a rich deterministic harness, rather than routing model outputs through an explicit state machine.
Why
LangGraph pushes the system toward explicit graph/state-machine orchestration, which is the opposite of the direction we want.
What we want instead is:
- give models more room to reason and choose the next step
- keep the harness deterministic and responsible for execution, safety, and tooling
- simplify the core orchestration loop so it is easy to understand and evolve
Claude Code is a useful reference point here: it gives the model maximum decision latitude inside a strong harness, and concentrates engineering effort on that harness rather than on graph wiring.
Proposed Direction
Replace the current LangGraph-style orchestration with a simpler control loop:
- a core
while true agent loop
- deterministic tool execution and guardrails in the harness
- minimal orchestration logic outside the model
Goal
Free up the model to do more reasoning, while the harness does everything else.
Experienced OSS Contributors Wanted
We are looking for experienced open source contributors to help remove LangGraph from the agent harness and replace it with a simpler, more capable orchestration model.
Summary
Most modern agentic harnesses are built around a simple
while trueloop and a rich deterministic harness, rather than routing model outputs through an explicit state machine.Why
LangGraph pushes the system toward explicit graph/state-machine orchestration, which is the opposite of the direction we want.
What we want instead is:
Claude Code is a useful reference point here: it gives the model maximum decision latitude inside a strong harness, and concentrates engineering effort on that harness rather than on graph wiring.
Proposed Direction
Replace the current LangGraph-style orchestration with a simpler control loop:
while trueagent loopGoal
Free up the model to do more reasoning, while the harness does everything else.