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Every run shows its input, what each agent did, the tokens and real cost per step, and the final output — including when it fails. This is the same view you get on your own runs. No account needed to read it.

COMPLETED Customer support triage → draft reply

exec_9f2a…demo-complete · sequential workflow

DURATION

8.4s

TOKENS

2450

COST

$0.0144 est.

INPUT

Subject: Still charged after cancelling

"I cancelled my plan on the 3rd but I was charged again on the 5th. Order #48213. Can you refund it? This is the second time."

STEPS

1. Triage Agent COMPLETED
800 tok · $0.004560 · 3.1s
Read the message, classified it, and looked up the order via the http_request tool (GET /orders/48213 → 200).
```
{
  "category": "billing",
  "intent": "refund_request",
  "sentiment": "frustrated",
  "order_found": true,
  "charge_after_cancel": true,
  "priority": "high"
}
```

2. Reply Drafter COMPLETED

1650 tok · $0.009870 · 5.3s

Took the structured handoff from step 1 and drafted a reply. Did NOT issue the refund — that step is gated for human approval.

Hi — you're right, and I'm sorry. Order #48213 was cancelled on the 3rd but a charge went through on the 5th. I've flagged it for a refund of the duplicate charge; you'll see it back on your card in 5–10 days. Because this is the second time, I've also added a note so it doesn't recur. — Support

RESULT

A ready-to-send reply, plus a refund flagged for one-click human approval. The agent decided the category, looked up the real order, and stopped short of moving money on its own.

And when it goes wrong

A demo that only shows the happy path is the black box with better lighting. Here is a real failure: the tool it needed was down, so the run stopped and said so — it did not invent an answer. You still see where, why, and what it cost up to that point.

FAILED Inventory check — the API was down

exec_3c7b…demo-failed · sequential workflow

DURATION

4.1s

TOKENS

430

COST

$0.002370 est.

INPUT

"How many units of SKU-7741 are in the Berlin warehouse right now?"

STEPS

1. Inventory Agent FAILED
430 tok · $0.002370 · 4.1s
Decided to call the inventory API via http_request (GET /stock/SKU-7741). The API returned 503 Service Unavailable. The agent retried once, got 503 again, and stopped.
```
ToolError: http_request → 503 Service Unavailable after 2 attempts (upstream: inventory.internal). Run marked FAILED; no partial answer invented.
```

RESULT

Run stopped — no partial answer was fabricated. A failed run is reported as failed.

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