Trace Attribution + MAST Frequencies

Why this block exists

Scheduled here because it comes needs real multi-step traces from real traffic. Note the correction that matters: attribution needs multiple steps, not multiple agents, a single agent with eight tool calls has the same attribution problem and is easier to instrument.

What it has to produce

When a multi-step workflow fails, know which step caused it. Publish measured failure frequencies against the peer-reviewed taxonomy.