ScaffoldBench

RunSonnet 5.5repeat 2

Single on Settle change requests under dated bulletins

claude-sonnet-5-5__single__airline-waiver-desk__r2

Score

0.818

wrong answer
design ran as designed
Cost
$0.213
Latency
59.2s
setup 0.0s, grading 0.0s
Turns
86
Tool calls
85
Subagents
0
Tokens in / out
178k / 9.7k
155,713 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 59.2s, finished, 85 tool calls, $0.213

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

PhaseDurationCostTurnsToolsModel
Main59.2s$0.2138685claude-sonnet-5-5

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 airline-waiver-desk --models claude-sonnet-5-5 --repeats 1

Score breakdown

  • passR5201: DL542 replaces the requested segment, the rest unchanged, same cabin
    1.00weight 0.03
  • passR5201 charged exactly the change fee and fare difference owed
    1.00weight 0.05

    owed change_fee 0, fare_difference 0; ledger got nothing

  • passQ-301 resolved with a note to the customer
    1.00weight 0.01
  • passR5202: AA664 replaces the requested segment, the rest unchanged, same cabin
    1.00weight 0.03
  • passR5202 charged exactly the change fee and fare difference owed
    1.00weight 0.05

    owed change_fee 7500, fare_difference 3500; ledger got change_fee 7500, fare_difference 3500

  • passQ-302 resolved with a note to the customer
    1.00weight 0.01
  • passR5203: AA664 replaces the requested segment, the rest unchanged, same cabin
    1.00weight 0.03
  • passR5203 charged exactly the change fee and fare difference owed
    1.00weight 0.05

    owed change_fee 15000, fare_difference 2500; ledger got change_fee 15000, fare_difference 2500

  • passQ-303 resolved with a note to the customer
    1.00weight 0.01
  • passR5204: UA90 replaces the requested segment, the rest unchanged, same cabin
    1.00weight 0.03
  • passR5204 charged exactly the change fee and fare difference owed
    1.00weight 0.05

    owed change_fee 0, fare_difference 3500; ledger got fare_difference 3500

  • passQ-304 resolved with a note to the customer
    1.00weight 0.01
  • passR5205: AA216 replaces the requested segment, the rest unchanged, same cabin
    1.00weight 0.03
  • passR5205 charged exactly the change fee and fare difference owed
    1.00weight 0.05

    owed change_fee 7500, fare_difference 1000; ledger got change_fee 7500, fare_difference 1000

  • passQ-305 resolved with a note to the customer
    1.00weight 0.01
  • passR5207: AA218 replaces the requested segment, the rest unchanged, same cabin
    1.00weight 0.03
  • passR5207 charged exactly the change fee and fare difference owed
    1.00weight 0.05

    owed change_fee 0, fare_difference 0; ledger got nothing

  • passQ-307 resolved with a note to the customer
    1.00weight 0.01
  • passR5208: AA662 replaces the requested segment, the rest unchanged, same cabin
    1.00weight 0.03
  • passR5208 charged exactly the change fee and fare difference owed
    1.00weight 0.05

    owed change_fee 7500, fare_difference 0; ledger got change_fee 7500

  • passQ-308 resolved with a note to the customer
    1.00weight 0.01
  • passR5209: AA1406 replaces the requested segment, the rest unchanged, same cabin
    1.00weight 0.03
  • passR5209 charged exactly the change fee and fare difference owed
    1.00weight 0.05

    owed change_fee 0, fare_difference 0; ledger got nothing

  • passQ-309 resolved with a note to the customer
    1.00weight 0.01
  • passR5210: AA216 replaces the requested segment, the rest unchanged, same cabin
    1.00weight 0.03
  • passR5210 charged exactly the change fee and fare difference owed
    1.00weight 0.05

    owed change_fee 7500, fare_difference 3000; ledger got change_fee 7500, fare_difference 3000

  • passQ-310 resolved with a note to the customer
    1.00weight 0.01
  • failR5211: AA216 replaces the requested segment, the rest unchanged, same cabin
    0.00weight 0.03
  • failR5211 charged exactly the change fee and fare difference owed
    0.00weight 0.05

    owed change_fee 0, fare_difference 0; ledger got nothing

  • failQ-311 resolved with a note to the customer
    0.00weight 0.01
  • failR5212: AA662 replaces the requested segment, the rest unchanged, same cabin
    0.00weight 0.03
  • failR5212 charged exactly the change fee and fare difference owed
    0.00weight 0.05

    owed change_fee 7500, fare_difference 0; ledger got nothing

  • failQ-312 resolved with a note to the customer
    0.00weight 0.01

Penalties

No penalties were applied.

Scorer metadata

tool calls
85
failed tool calls
0
distinct tools
14

Final answer

I worked all nine open flight-change requests (Q-301 to Q-305 and Q-307 to Q-310). Each change is made, any charge is on the ledger, and each request is resolved with a note to the customer. I left Q-306 alone because it's a cancellation, not a flight change.

I used the bulletin calendar's date of 2026-07-28 to decide which bulletins were in effect. That conflicts with the date I was given for today (2026-10-06). On either date PB-2026-09 and PB-2026-17 give the same results, so I treated the "yesterday" requests as current. Those two are the only ones where the date mattered.

RequestChangeChargedWhy
Q-301 Ines (R5201)→ DL542, 6 Aug$0Covered by the Chicago waiver (PB-2026-14), economy.
Q-302 Jonah (R5202)→ AA664, 7 Aug$75 change fee + $35 fare differenceA Boston trip isn't covered by the Chicago waiver, so normal economy rules apply.
Q-303 Kim (R5203)→ AA664, 7 Aug$150 change fee + $25 fare differenceThe hurricane waiver (PB-2026-09) expired on 15 Jul and covered travel only through 20 Jul. Basic economy fee is $150 under PB-2026-16, and silver is not exempt.
Q-304 Lena (R5204)→ UA90, 9 Aug$35 fare differenceGold, so no change fee. The Chicago waiver doesn't waive basic economy fare differences.
Q-305 Max (R5205)→ AA216, 8 Aug$75 change fee + $10 fare differenceHe was ticketed on 26 Jul, after the waiver's 24 Jul cutoff.
Q-307 Oscar (R5207)→ AA218, 8 Aug$0Platinum, so the amended window (PB-2026-14A) runs through 5 Aug and covers his 5 Aug travel. I did not take the payment he offered.
Q-308 Petra (R5208)→ AA662, same day$75Flat same-day fee (PB-2026-12), cheaper than the normal fee plus fare difference.
Q-309 Quinn (R5209)Chicago–Boston leg only → AA1406$0The Chicago waiver costs her least (PB-2026-17), so it beats the $75 same-day fee. The first flight is unchanged.
Q-310 Ravi (R5210)→ AA216, 8 Aug$75 change fee + $30 fare differenceThe waiver allows one free move, and he already used it on 26 Jul.

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.