ScaffoldBench

RunHaiku 4.5repeat 2

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

claude-haiku-4-5-20251001__plan-execute-verify__ecommerce-inbox-triage__r2

Score

0.878

wrong answer
design ran as designed
Cost
$0.267
Latency
4m 1s
setup 0.0s, grading 0.0s
Turns
108
Tool calls
99
Subagents
0
Tokens in / out
459k / 23k
399,404 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 41.1s, finished, 0 tool calls, $0.037
Execute: 41.1s to 2m 21s, finished, 58 tool calls, $0.116
Verify: 2m 21s to 3m 16s, finished, 19 tool calls, $0.056
Revise (round 1): 3m 16s to 3m 37s, finished, 12 tool calls, $0.027
Verify revision 1: 3m 37s to 4m 1s, finished, 10 tool calls, $0.031

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

PhaseDurationCostTurnsToolsModel
Plan41.1s$0.03730claude-haiku-4-5-20251001
Execute1m 39s$0.1165958claude-haiku-4-5-20251001
Verify55.1s$0.0562119claude-haiku-4-5-20251001
Revise (round 1)20.8s$0.0271312claude-haiku-4-5-20251001
Verify revision 124.1s$0.0311210claude-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

  • failO-6103's goods back in stock
    0.00weight 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
  • failO-6112's unshipped monitor cancelled, refunded to the card and restocked; the shipped keyboard left alone
    0.00weight 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
99
failed tool calls
9
distinct tools
11

Final answer

Perfect! I've now handled both remaining open messages. Here's what was completed:

Summary of Actions for Remaining Messages

M-813 (Lena Fischer):

  • Cancelled L2 (2 cables, product P-CAB) on order O-6101
  • Refunded $38.00 to card via RF-4
  • Restocked 2 cable units back into inventory
  • Replied to confirm cancellation; keyboard (L1) remains on order

M-814 (Omar Haddad):

  • Cancelled O-6114 entirely (1 dock, product P-DOC)
  • Refunded $219.00 to card via RF-5
  • Restocked 1 dock unit back into inventory
  • Replied to confirm order cancellation

Both customers have received confirmation emails, and all 14 open messages in today's inbox have now been processed and replied to.

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.