Loop Engineering with native model switching in Codex and Claude
statewright.ai
statewright.ai
We've all had the same struggle, torn between wanting to run longer loops and maximize our current subscription quotas but not wanting to hand the keys to the kingdom over to an unrestricted OpenClaw or Hermes agent.
These tools are prominent examples of the recent long-running agent wave... Loop Engineering is not just letting an agent run until it declares itself victorious, but also properly designing an outer loop around said agent. I believe the discipline is better served with a bit more structure.
A better loop in my eyes is a sequence of bounded phases where each phase carries its own model, reasoning level, tool permissions, budget alongside escalation rules and intervention points. The agent should keep moving autonomously until the task is completed or human intervention is required.
The expensive frontier model isn't always the right call. Routine tasks like inspection, data extraction and validation can all run comfortably on less capable models... but you don't want to be around to switch them manually.
With the 0.3.0 release of Statewright (statewright.ai) you can perform Loop Engineering directly within the Claude & Codex TUIs you already love and trust. I didn't want to create another separate tool which forces me to give up my existing skills, agents and other native conveniences like Codex auto-approve, so I opted to make Loop Engineering work better in native TUIs.
At each phase boundary, Statewright can change the active model, reasoning level and token budget which is the big change here. Mixed with it's previous feature set you can assign tool permissions and other necessary guardrails to prevent your agent from running amok. It accomplishes this without requiring that you utilize separate agent shells or be at the helm injecting /model and hoping it lands at the turn boundaries you desire.
The benefits are cut and dry at the onset: leaving a frontier model active is a blunt instrument which is often overkill. In a similar time period and workload I consumed 10% of my weekly quota where the previous day I spent 60%. While testing Claude I was finally comfortable letting the agent run in YOLO mode (--dangerously-skip-permissions) with Statewright’s guardrails.
The end goal with Loop Engineering is not to make agents run forever, it's to make each additional turn intentional with the right model/reasoning, the right guarded tool access, a known token budget and a reason to continue.