ScaffoldBench

RunHaiku 4.5repeat 1

Orchestrator-workers on Audit a week of baggage fees

claude-haiku-4-5-20251001__orchestrator-workers__airline-baggage-audit__r1

Score

0.505

wrong answer
design ran as designed
Cost
$0.250
Latency
2m 8s
setup 0.0s, grading 0.0s
Turns
97
Tool calls
91
Subagents
3
Tokens in / out
262k / 29k
212,456 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.

Phases

Decompose: 0.0s to 13.5s, finished, 0 tool calls, $0.011
Worker 1: audit-fees-week1-start: 13.5s to 1m 32s, finished, 36 tool calls, $0.082
Worker 2: audit-fees-week1-mid: 13.5s to 1m 4s, finished, 28 tool calls, $0.053
Worker 3: audit-fees-week1-end: 13.5s to 1m 46s, finished, 27 tool calls, $0.085
Synthesize: 1m 46s to 2m 8s, finished, 0 tool calls, $0.019

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

PhaseDurationCostTurnsToolsModel
Decompose13.5s$0.01120claude-haiku-4-5-20251001
Worker 1: audit-fees-week1-start1m 19s$0.0823736claude-haiku-4-5-20251001
Worker 2: audit-fees-week1-mid50.9s$0.0532928claude-haiku-4-5-20251001
Worker 3: audit-fees-week1-end1m 33s$0.0852827claude-haiku-4-5-20251001
Synthesize22.1s$0.01910claude-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 orchestrator-workers --tasks airline-baggage-audit --models claude-haiku-4-5-20251001 --repeats 1

Score breakdown

  • passL2 (R8124): audited, and refunded exactly the overcharge, if any
    1.00weight 0.04

    refunded 0 of an expected 0

  • failL2: audit outcome recorded as correct
    0.00weight 0.02
  • passL3 (R8125): audited, and refunded exactly the overcharge, if any
    1.00weight 0.04

    refunded 12000 of an expected 12000

  • passL3: audit outcome recorded as overcharged
    1.00weight 0.02
  • passL4 (R8112): audited, and refunded exactly the overcharge, if any
    1.00weight 0.04

    refunded 0 of an expected 0

  • passL4: audit outcome recorded as undercharged
    1.00weight 0.02
  • failL5 (R8116): audited, and refunded exactly the overcharge, if any
    0.00weight 0.04

    refunded 7500 of an expected 5500

  • passL5: audit outcome recorded as overcharged
    1.00weight 0.02
  • passL6 (R8117): audited, and refunded exactly the overcharge, if any
    1.00weight 0.04

    refunded 0 of an expected 0

  • passL6: audit outcome recorded as correct
    1.00weight 0.02
  • passL7 (R8118): audited, and refunded exactly the overcharge, if any
    1.00weight 0.04

    refunded 4500 of an expected 4500

  • passL7: audit outcome recorded as overcharged
    1.00weight 0.02
  • failL8 (R8120): audited, and refunded exactly the overcharge, if any
    0.00weight 0.04

    refunded 7500 of an expected 0

  • failL8: audit outcome recorded as correct
    0.00weight 0.02
  • passL9 (R8126): audited, and refunded exactly the overcharge, if any
    1.00weight 0.04

    refunded 0 of an expected 0

  • passL9: audit outcome recorded as correct
    1.00weight 0.02
  • passL10 (R8113): audited, and refunded exactly the overcharge, if any
    1.00weight 0.04

    refunded 7500 of an expected 7500

  • passL10: audit outcome recorded as overcharged
    1.00weight 0.02
  • passL11 (R8115): audited, and refunded exactly the overcharge, if any
    1.00weight 0.04

    refunded 0 of an expected 0

  • passL11: audit outcome recorded as correct
    1.00weight 0.02
  • passL12 (R8122): audited, and refunded exactly the overcharge, if any
    1.00weight 0.04

    refunded 0 of an expected 0

  • passL12: audit outcome recorded as correct
    1.00weight 0.02
  • failL13 (R8123): audited, and refunded exactly the overcharge, if any
    0.00weight 0.04

    refunded 4500 of an expected 0

  • failL13: audit outcome recorded as correct
    0.00weight 0.02
  • failL15 (R8119): audited, and refunded exactly the overcharge, if any
    0.00weight 0.04

    refunded 3000 of an expected 2500

  • passL15: audit outcome recorded as overcharged
    1.00weight 0.02
  • failL16 (R8110): audited, and refunded exactly the overcharge, if any
    0.00weight 0.04

    refunded 500 of an expected 0

  • failL16: audit outcome recorded as correct
    0.00weight 0.02
  • failL17 (R8111): audited, and refunded exactly the overcharge, if any
    0.00weight 0.04

    refunded 500 of an expected 0

  • failL17: audit outcome recorded as correct
    0.00weight 0.02
  • failL18 (R8114): audited, and refunded exactly the overcharge, if any
    0.00weight 0.04

    refunded 500 of an expected 0

  • failL18: audit outcome recorded as correct
    0.00weight 0.02
  • passL19 (R8114): audited, and refunded exactly the overcharge, if any
    1.00weight 0.04

    refunded 5000 of an expected 5000

  • passL19: audit outcome recorded as overcharged
    1.00weight 0.02
  • passL20 (R8121): audited, and refunded exactly the overcharge, if any
    1.00weight 0.04

    refunded 0 of an expected 0

  • failL20: audit outcome recorded as undercharged
    0.00weight 0.02
  • passL21 (R8122): audited, and refunded exactly the overcharge, if any
    1.00weight 0.04

    refunded 0 of an expected 0

  • passL21: audit outcome recorded as correct
    1.00weight 0.02

Penalties

  • policy violationRefunded more than a charge was overcharged×0.8

    Refunded beyond the overcharge: L5, L8, L13, L15, L16, L17, L18.

Scorer metadata

tool calls
91
failed tool calls
1
distinct tools
9

Final answer

Audit Summary: Baggage Fees Posted 2026-07-20 through 2026-07-26

Work Completed

The three workers audited 27 baggage fees across the audit window:

PeriodFees AuditedCorrectOverchargedUndercharged
2026-07-20 to 2026-07-218341
2026-07-22, 2026-07-24523—
2026-07-25624—
Total279141

Financial Settlement

Total refunds issued: 52,500 cents ($525.00)

  • Report 1 (7/20–7/21): 31,500 cents refunded
  • Report 2 (7/22, 7/24): 15,000 cents refunded
  • Report 3 (7/25): 6,000 cents refunded (including 5,000 cents for one duplicate fee)

All refunds were issued as travel credit because no reservations had active payment instruments on file. Every audited ledger entry was annotated with its outcome per policy.

Outstanding Issue

Report 2 does not account for 2026-07-23. The worker's assignment explicitly required auditing baggage fees posted on 2026-07-22, 2026-07-23, and 2026-07-24. However, the report states only that "5 baggage fees posted on 2026-07-22 and 2026-07-24" were audited, with no mention of whether 2026-07-23 had fees or whether that date was checked. This gap leaves unclear whether any baggage fees from 2026-07-23 remain unaudited.

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.