Focused Wedge

Catch cost spiral failures before deployment.

The fastest way to prove Crucible matters is not a broad platform claim. It is a sharp one: detect when an agent burns tokens, retrieval, and tool spend faster than it creates value.

5-minute integration

crucible cost-spiral --input spans.json --json

Export your traces, normalize them into a simple span list, and let Crucible score whether the run shows early cost-spiral behavior.

  • Works with generic JSON span exports.
  • Designed to sit beside LangSmith or Arize-style tracing, not replace it.
  • Flags retrieval burn, token overrun, failed calls, and collapsing success rates.