Live line
The public telemetry page renders aggregate cost and session data without exposing private Interstat logs.
It routes work by human/machine comparative advantage, records evidence from each run, and uses that evidence to improve review, delegation, and operating discipline over time.
| Layer | Function | Output |
|---|---|---|
| Human judgment | Sets intent, resolves ambiguity, and decides when authority can safely expand. | Explicit constraints and approvals. |
| Agent execution | Runs bounded work, preserves receipts, and exposes uncertainty instead of hiding it. | Reviewable changes and evidence trails. |
| Calibration loop | Compares cost, quality, and routing results across completed work. | Better delegation decisions over time. |
The public telemetry page renders aggregate cost and session data without exposing private Interstat logs.
Clavain makes the review and workflow discipline concrete for Claude Code-style development.
Skaffen is the Go runtime path for host-independent agents with their own OODARC loop.