ScaffoldBench

RunHaiku 4.5repeat 2

Single on Return an expired, partially shipped order

claude-haiku-4-5-20251001__single__ecommerce-hard__r2

Score

1.000

passed
design ran as designed
Cost
$0.035
Latency
28.8s
setup 0.0s, grading 0.0s
Turns
9
Tool calls
8
Subagents
0
Tokens in / out
22k / 3.0k
10,949 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.
  • Each call was shown the right tools: heldsingle.toolsThe agent was shown exactly the task’s tools, none missing and none extra.

Phases

Main: 0.0s to 28.8s, finished, 8 tool calls, $0.035

Drawn from the phase records: timing and cost per call, no tool calls or messages.

PhaseDurationCostTurnsToolsModel
Main28.8s$0.03598claude-haiku-4-5-20251001

The call-by-call replay is not published for this run. Traces are large, so the repository keeps 9 of this run set’s 900 and leaves the rest out; the score, phases and final answer on this page come from the committed run record.

Runs you can replay

Record this cell yourself: npm run bench -- run --strategies single --tasks ecommerce-hard --models claude-haiku-4-5-20251001 --repeats 1

Score breakdown

  • passThe two shipped lines were returned as store credit for exactly what they cost
    1.00weight 0.27
  • passThe credit reached the customer balance, not just the ledger
    1.00weight 0.18

    storeCreditCents=55300

  • passThe line that never shipped was cancelled and refunded to the card
    1.00weight 0.27

    line L3: status=cancelled refundedCents=13800 method=card

  • passCancelled units were restocked and returned units were not
    1.00weight 0.18

    P-HUB=10 P-DOC=3 P-MON=5

  • passRead the return policy before issuing a refund
    1.00weight 0.09

Penalties

No penalties were applied.

Scorer metadata

tool calls
8
failed tool calls
0
distinct tools
7

Final answer

Perfect! I've completed the full return processing for Priya Raman's order O-3001. Here's what was done:

Summary of Actions:

Order Processing:

  • Cancelled L3 (P-HUB, qty 2, pending line) as a cancellation
  • Refunded L3 to original card: 13,800 cents (line never shipped)
  • Refunded L1 & L2 as store credit: 54,800 cents (return window closed—shipped 2026-05-04, requested 2026-07-25 = 82 days, exceeds 30-day window)

Warehouse:

  • Restocked 2 units of P-HUB to inventory (cancelled line goods never left warehouse)

Customer Account:

  • Added 54,800 cents store credit to Priya's balance (500 → 55,300 cents)

Total Refunded: 68,600 cents (full order amount)

  • Card: 13,800 cents
  • Store credit: 54,800 cents

Order Status: Now marked as "returned" with all lines fully refunded.

The entire order has been processed end-to-end per policy: the shipped items (L1, L2) were refunded via store credit due to the closed return window, the unshipped item (L3) was cancelled and refunded to card, and inventory was restored to the warehouse.

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.