Efficiency
This page shows where Coxswain's cost and speed numbers come from and which views read them. Each view answers one question about whether the system is getting cheaper and faster.
Where the numbers come from
Every model call is a row in the run store. The row carries its cost, its turns, its tokens, and its task.
The dashboard
The Efficiency section of the Coxswain dashboard charts these questions. See Dashboards to run it.
- Cost per turn by model.
- Cache-read share.
- Cost per landed task.
- Landed per day.
- First-try build rate.
- Lead time.
- Spend by task outcome.
Quarantines by cause is also a chart.
cox stats gates
For each review step, cox stats gates shows its cost and how often its
verdict changed the outcome. It flags steps that change fewer than 5% of
outcomes. Those steps are candidates for a cheaper tier, or for skipping
on small tasks.
cox stats tiers
For each role and model, cox stats tiers shows the landed rate, the
first-try rate, and the cost per landed task.
It picks the cheapest model within 5 points of the best landed rate. Each model needs at least 20 tasks to count. It then shows what the pick would have saved.
The command changes nothing. To apply a pick, edit your provider profile.
cox stats causes
cox stats causes groups quarantined attempts by cause, with sample
reasons. The causes are ticket, code, review, harness, and unknown.
The docket
cox route context prints an efficiency line for today.