ScaffoldBench

RunHaiku 4.5repeat 1

Gated-execute on Rebook onto the earliest available flight and settle the difference

claude-haiku-4-5-20251001__gated-execute__airline-medium__r1

Score

1.000

passed
design ran as designed
Cost
$0.086
Latency
1m 11s
setup 0.0s, grading 0.0s
Turns
21
Tool calls
16
Subagents
2
Tokens in / out
63k / 6.7k
30,848 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.
  • Every state change was reviewed: heldgated-execute.reviewedEvery call that changed the world had been allowed by a review before it ran, counted from the world’s own journal.
  • Every decision was read: heldgated-execute.decisionsEvery review that ran to its end gave its decision through the schema; an unreadable one is a denial.
  • Each call was shown the right tools: heldgated-execute.toolsThe executor was shown the task’s full toolset and each reviewer the read-only tools.

Phases

Execute: 0.0s to 1m 11s, finished, 6 tool calls, $0.029
Review 1: change_flight: 14.3s to 45.4s, finished, 5 tool calls, $0.032
Review 2: charge_fee: 45.4s to 1m 7s, finished, 5 tool calls, $0.026

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

PhaseDurationCostTurnsToolsModel
Execute1m 11s$0.02976claude-haiku-4-5-20251001
Review 1: change_flight31.1s$0.03275claude-haiku-4-5-20251001
Review 2: charge_fee21.7s$0.02675claude-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 gated-execute --tasks airline-medium --models claude-haiku-4-5-20251001 --repeats 1

Score breakdown

  • passReservation moved to the earliest flight with an available seat, same cabin
    1.00weight 0.43

    booked on AA204, expected AA204

  • passExactly one fee, the fare difference for the flight actually booked
    1.00weight 0.43

    fare difference owed on the booked flight: 8000 cents

  • passExactly one economy seat moved from the old flight to the new one
    1.00weight 0.14

Penalties

No penalties were applied.

Scorer metadata

tool calls
16
failed tool calls
0
distinct tools
8

Final answer

Perfect! I've successfully completed the task. Here's what I did:

Summary:

  • Moved Dana Whitfield (R2087) from AA210 departing at 17:40 to AA204 departing at 09:05 on 2026-08-03 - the earliest available departure with an economy seat
  • Waived the $75 change fee because Dana holds a gold frequent flyer tier (which exempts her from change fees per economy fare rules)
  • Charged $80 fare difference ($390 for AA204 economy - $310 original fare paid)

Dana's cabin (economy) remained unchanged and her 1 checked bag carries over to the new flight. She's now booked on an earlier flight and owes only the $80 fare difference.

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.