A pure-delegation orchestration skill for Claude Code stacked three cost multipliers and applied them to every request. The fix wasn't a better prompt - it was a PreToolUse hook that enforces budget outside the model.
My Agent Orchestrator Burned 1-2M Opus Tokens Per Task. Here's the Postmortem.
