ScaffoldBench

RunHaiku 4.5repeat 1

Orchestrator-workers on Cancel a fare the customer wrongly believes is refundable to their card

claude-haiku-4-5-20251001__orchestrator-workers__airline-hard__r1

Score

0.429

wrong answer
design ran as designed
Cost
$0.068
Latency
1m 21s
setup 0.0s, grading 0.0s
Turns
11
Tool calls
7
Subagents
1
Tokens in / out
40k / 7.6k
20,905 read from cache

Did the design run?

every check held
  • Run completed: heldharness.run-completedThe environment was built, the architecture returned and grading finished, none of them throwing.
  • No API failures: heldharness.apiNo model call failed at the API.
  • Every call ended: heldharness.calls-endedEvery call ended with a result, or was stopped by the run's own limits.
  • No harness tool denied: heldharness.harness-toolsThe sandbox guard never denied a harness tool, nor a tool the session itself offered.
  • Tool servers connected: heldharness.mcp-connectedEvery tool server the harness gave a call was connected when the session started.
  • No foreign tool servers: heldharness.mcp-hermeticNo call loaded a tool server the harness did not give it.
  • Builtin tools: heldharness.builtin-toolsA check recorded with the run.
  • Structured replies arrived: heldharness.structured-outputEvery call that asked for structured output and ran to the end got it.
  • No silent fallbacks: heldharness.not-degradedNo phase fell back on a default (an empty plan, a default winner) instead of its output.
  • The task was decomposed: heldorchestrator-workers.decompositionThe orchestrator’s reply was read through its schema and held at least one subtask.
  • The fan-out happened: heldorchestrator-workers.fan-outEvery subtask got a worker, every worker ran, and the recorded subagent count matches.
  • The synthesis wrote the answer: heldorchestrator-workers.synthesisThe final answer came from the synthesis call, not from a worker’s report standing in for it.
  • Each call was shown the right tools: heldorchestrator-workers.toolsThe orchestrator and the synthesis were shown no tools and every worker the task’s full toolset.

The run, call by call

36 recorded events, folded into 17

3 calls · 1m 21s · $0.068

  • tool call
  • denied by the guard
  • tool returned an error
  • shown no tools (reasoning only)
  • lost its tools (server failed)
  • failed

Score breakdown

  • passReservation is cancelled
    1.00weight 0.29
  • failSettled with exactly one ledger entry, in the right form and for the right amount
    0.00weight 0.57

    expected a single travel_credit entry of 24800 cents; ledger holds 2 entries

  • passThe cancelled seat went back into inventory
    1.00weight 0.14

Penalties

No penalties were applied.

Scorer metadata

tool calls
7
failed tool calls
0
distinct tools
6

Final answer

Final Answer

Reservation R3311 has been cancelled and settled per the airline's rules.

The worker properly applied the domain policy despite Marcus's request for a different outcome:

What was done:

  • Cancelled reservation R3311 (Marcus Bell's 2026-08-05 Boston flight)
  • Charged $50 cancellation service fee per the fare rules
  • Issued $198 travel credit (the $248 fare minus the $50 fee)
  • No cash refund to card

Why the settlement differs from what Marcus requested:

Marcus asked for the full $248 refunded to his card today. However, the refund policy for his trip insurance restricts cash refunds to cancellations made 14 or more days before departure. Since his cancellation occurred only 8 days before his flight (2026-07-28 to 2026-08-05), the insurance policy converts his fare into travel credit instead of a cash refund.

Outcome for Marcus:
He receives $198 in airline travel credit that he can use for future bookings, but cannot receive a cash refund to his original payment method because his cancellation falls within the insurance's 14-day limitation period.

The settlement follows the domain policy requirement: money returned to the original payment method only when the refund policy makes the booking eligible for it; otherwise, settle per the policy's terms (in this case, travel credit).

Provenance of the numbers on this page

run set
scaffold-or-scale-v1
models
Haiku 4.5, Sonnet 5.5, Opus 5.5
effort
high
repeats
2
fixtures
replay
runs
900 / 900
strategy cost
$354.44
judge cost
$9.19
wall clock
9h 48m
git
fce5807b2d

Cost excludes judge calls, which are tracked separately so a scoring model never flatters or penalises an architecture. Every figure on this site is read from results/ at build time.