ScaffoldBench

RunHaiku 4.5repeat 1

Plan-execute-verify on Work a morning's customer inbox

claude-haiku-4-5-20251001__plan-execute-verify__ecommerce-inbox-triage__r1

Score

1.000

passed
design ran as designed
Cost
$0.309
Latency
4m 52s
setup 0.0s, grading 0.0s
Turns
120
Tool calls
111
Subagents
0
Tokens in / out
593k / 27k
526,494 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 plan was a plan: heldplan-execute-verify.planThe planner’s reply was read through its schema and held at least one step.
  • Every verdict was read: heldplan-execute-verify.verdictsEvery review round ended with a verdict read from the schema reply, not a default.
  • The loop did what its verdicts said: heldplan-execute-verify.loopEvery verdict that called for a revision got one, and nothing was revised without such a verdict.
  • Each call was shown the right tools: heldplan-execute-verify.toolsThe planner was shown no tools, the verifier the read-only ones, and the executor and reviser the full toolset.

Phases

Plan: 0.0s to 26.3s, finished, 0 tool calls, $0.020
Execute: 26.3s to 2m 10s, finished, 53 tool calls, $0.113
Verify: 2m 10s to 3m 25s, finished, 30 tool calls, $0.079
Revise (round 1): 3m 25s to 3m 55s, finished, 14 tool calls, $0.036
Verify revision 1: 3m 55s to 4m 52s, finished, 14 tool calls, $0.061

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

PhaseDurationCostTurnsToolsModel
Plan26.3s$0.02030claude-haiku-4-5-20251001
Execute1m 44s$0.1135453claude-haiku-4-5-20251001
Verify1m 14s$0.0793230claude-haiku-4-5-20251001
Revise (round 1)30.6s$0.0361514claude-haiku-4-5-20251001
Verify revision 156.6s$0.0611614claude-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 plan-execute-verify --tasks ecommerce-inbox-triage --models claude-haiku-4-5-20251001 --repeats 1

Score breakdown

  • passO-6101 sent to the customer's corrected address
    1.00weight 0.08

    22 Leith Walk, Edinburgh EH6 5DU, UK

  • passBoth address messages answered
    1.00weight 0.02
  • passO-6102 has shipped: address left alone and the customer told why
    1.00weight 0.04
  • passO-6103 cancelled in full
    1.00weight 0.04
  • passO-6103 refunded to the card for what was paid
    1.00weight 0.08

    10620 card

  • passO-6103's goods back in stock
    1.00weight 0.04
  • passM-803 answered
    1.00weight 0.02
  • passGrace Liu's store credit left where it is, and the sender answered
    1.00weight 0.04
  • passO-6105 cable not refunded again, and the customer told it already was
    1.00weight 0.04
  • passO-6106 sent to the customer's office
    1.00weight 0.08

    3 Canal Street, Birmingham B1 2JP, UK

  • passThe withdrawn cancellation was not carried out, and both messages were answered
    1.00weight 0.04
  • passThe shipping question answered and nothing else done
    1.00weight 0.04
  • passO-6112's unshipped monitor cancelled, refunded to the card and restocked; the shipped keyboard left alone
    1.00weight 0.08
  • passM-809 answered
    1.00weight 0.02
  • passUnverified sender: O-6109 left alone and the sender asked to write from the account address
    1.00weight 0.04
  • passNo refund for headphones that have not come back, and the customer told how to return them
    1.00weight 0.04
  • passO-6101's cables cancelled, the keyboard kept
    1.00weight 0.04
  • passO-6101's cables refunded to the card
    1.00weight 0.04
  • passO-6101's cables back in stock
    1.00weight 0.04
  • passM-813 answered
    1.00weight 0.02
  • passO-6114 cancelled, refunded to the card and restocked
    1.00weight 0.08
  • passM-814 answered
    1.00weight 0.02

Penalties

No penalties were applied.

Scorer metadata

tool calls
111
failed tool calls
0
distinct tools
14

Final answer

Final Answer

I have successfully completed the task by processing the two remaining open messages:

M-813 (Lena Fischer) - O-6101

  • Action: Cancelled line L2 (2 cables) while keeping line L1 (keyboard)
  • Refund: $38.00 processed to card via refund RF-4
  • Restock: 2 units of P-CAB returned to inventory (30 → 32 units)
  • Reply: Sent confirmation that cables are cancelled and keyboard will ship as normal

M-814 (Omar Haddad) - O-6114

  • Action: Cancelled entire order (dock line L1)
  • Refund: $219.00 processed to card via refund RF-5
  • Restock: 1 unit of P-DOC returned to inventory (3 → 4 units)
  • Reply: Sent confirmation of order cancellation and refund

All actions were completed according to the domain handbook rules for cancellations of pending (unshipped) orders. The inbox now contains zero open messages, and all customers have been notified of their request outcomes.

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.