RunHaiku 4.5repeat 2
Gated-execute on Settle a desk of returns by what actually came back
claude-haiku-4-5-20251001__gated-execute__ecommerce-returns-desk__r2
Score
0.625
wrong answer
design ran as designed- Cost
- $1.50
- Latency
- 20m 9s
- setup 0.0s, grading 0.0s
- Turns
- 331
- Tool calls
- 244
- Subagents
- 43
- Tokens in / out
- 1.3M / 126k
- 820,141 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 20m 9s, finished, 96 tool calls, $0.220
Review 1: refund_order: 1m 36s to 2m 1s, finished, 4 tool calls, $0.023
Review 2: refund_order: 2m 1s to 2m 17s, finished, 4 tool calls, $0.022
Review 3: refund_order: 2m 17s to 2m 37s, finished, 4 tool calls, $0.021
Review 4: refund_order: 2m 37s to 2m 57s, finished, 4 tool calls, $0.024
Review 5: refund_order: 3m 0s to 3m 20s, finished, 4 tool calls, $0.023
Review 6: refund_order: 3m 20s to 4m 15s, finished, 4 tool calls, $0.043
Review 7: apply_store_credit: 4m 17s to 4m 50s, finished, 5 tool calls, $0.035
Review 8: apply_store_credit: 4m 50s to 5m 39s, finished, 5 tool calls, $0.046
Review 9: restock_item: 5m 42s to 5m 56s, finished, 2 tool calls, $0.020
Review 10: restock_item: 5m 56s to 6m 17s, finished, 4 tool calls, $0.024
Review 11: restock_item: 6m 17s to 6m 41s, finished, 3 tool calls, $0.029
Review 12: restock_item: 6m 41s to 7m 17s, finished, 4 tool calls, $0.034
Review 13: restock_item: 7m 17s to 7m 38s, finished, 3 tool calls, $0.025
Review 14: restock_item: 7m 38s to 7m 59s, finished, 3 tool calls, $0.028
Review 15: close_return: 8m 3s to 8m 27s, finished, 4 tool calls, $0.027
Review 16: close_return: 8m 27s to 8m 51s, finished, 4 tool calls, $0.031
Review 17: close_return: 8m 51s to 9m 6s, finished, 3 tool calls, $0.022
Review 18: close_return: 9m 6s to 9m 29s, finished, 3 tool calls, $0.028
Review 19: close_return: 9m 29s to 9m 44s, finished, 4 tool calls, $0.025
Review 20: close_return: 9m 44s to 10m 6s, finished, 3 tool calls, $0.027
Review 21: open_investigation: 10m 8s to 10m 27s, finished, 3 tool calls, $0.025
Review 22: refund_order: 10m 31s to 11m 27s, finished, 5 tool calls, $0.049
Review 23: refund_order: 11m 27s to 11m 52s, finished, 4 tool calls, $0.031
Review 24: refund_order: 11m 52s to 12m 20s, finished, 4 tool calls, $0.030
Review 25: refund_order: 12m 20s to 12m 44s, finished, 4 tool calls, $0.029
Review 26: refund_order: 12m 44s to 13m 10s, finished, 4 tool calls, $0.031
Review 27: refund_order: 13m 10s to 13m 32s, finished, 4 tool calls, $0.030
Review 28: refund_order: 13m 34s to 14m 1s, finished, 4 tool calls, $0.032
Review 29: apply_store_credit: 14m 1s to 14m 22s, finished, 3 tool calls, $0.029
Review 30: restock_item: 14m 25s to 15m 15s, finished, 3 tool calls, $0.047
Review 31: restock_item: 15m 15s to 15m 29s, finished, 1 tool call, $0.023
Review 32: restock_item: 15m 29s to 15m 59s, finished, 2 tool calls, $0.032
Review 33: restock_item: 15m 59s to 16m 28s, finished, 2 tool calls, $0.035
Review 34: restock_item: 16m 28s to 16m 45s, finished, 3 tool calls, $0.027
Review 35: restock_item: 16m 45s to 17m 3s, finished, 3 tool calls, $0.029
Review 36: restock_item: 17m 3s to 17m 20s, finished, 2 tool calls, $0.026
Review 37: restock_item: 17m 20s to 17m 44s, finished, 2 tool calls, $0.031
Review 38: close_return: 17m 48s to 18m 10s, finished, 4 tool calls, $0.034
Review 39: close_return: 18m 10s to 18m 32s, finished, 4 tool calls, $0.030
Review 40: close_return: 18m 32s to 18m 53s, finished, 3 tool calls, $0.029
Review 41: close_return: 18m 53s to 19m 14s, finished, 4 tool calls, $0.031
Review 42: close_return: 19m 14s to 19m 31s, finished, 3 tool calls, $0.029
Review 43: close_return: 19m 31s to 19m 53s, finished, 3 tool calls, $0.033
Drawn from the phase records: timing and cost per call, no tool calls or messages.
| Phase | Duration | Cost | Turns | Tools | Model |
|---|---|---|---|---|---|
| Execute | 20m 9s | $0.220 | 97 | 96 | claude-haiku-4-5-20251001 |
| Review 1: refund_order | 24.6s | $0.023 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 2: refund_order | 16.6s | $0.022 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 3: refund_order | 19.3s | $0.021 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 4: refund_order | 20.2s | $0.024 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 5: refund_order | 20.2s | $0.023 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 6: refund_order | 54.2s | $0.043 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 7: apply_store_credit | 32.8s | $0.035 | 7 | 5 | claude-haiku-4-5-20251001 |
| Review 8: apply_store_credit | 49.4s | $0.046 | 7 | 5 | claude-haiku-4-5-20251001 |
| Review 9: restock_item | 14.4s | $0.020 | 4 | 2 | claude-haiku-4-5-20251001 |
| Review 10: restock_item | 20.8s | $0.024 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 11: restock_item | 23.9s | $0.029 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 12: restock_item | 35.8s | $0.034 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 13: restock_item | 21.4s | $0.025 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 14: restock_item | 21.0s | $0.028 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 15: close_return | 23.9s | $0.027 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 16: close_return | 24.0s | $0.031 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 17: close_return | 15.6s | $0.022 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 18: close_return | 22.7s | $0.028 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 19: close_return | 15.4s | $0.025 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 20: close_return | 21.1s | $0.027 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 21: open_investigation | 18.7s | $0.025 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 22: refund_order | 55.6s | $0.049 | 7 | 5 | claude-haiku-4-5-20251001 |
| Review 23: refund_order | 24.8s | $0.031 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 24: refund_order | 28.0s | $0.030 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 25: refund_order | 24.4s | $0.029 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 26: refund_order | 26.4s | $0.031 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 27: refund_order | 21.6s | $0.030 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 28: refund_order | 26.6s | $0.032 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 29: apply_store_credit | 20.9s | $0.029 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 30: restock_item | 50.3s | $0.047 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 31: restock_item | 13.9s | $0.023 | 3 | 1 | claude-haiku-4-5-20251001 |
| Review 32: restock_item | 29.8s | $0.032 | 4 | 2 | claude-haiku-4-5-20251001 |
| Review 33: restock_item | 29.2s | $0.035 | 4 | 2 | claude-haiku-4-5-20251001 |
| Review 34: restock_item | 16.9s | $0.027 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 35: restock_item | 18.4s | $0.029 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 36: restock_item | 17.0s | $0.026 | 4 | 2 | claude-haiku-4-5-20251001 |
| Review 37: restock_item | 23.5s | $0.031 | 4 | 2 | claude-haiku-4-5-20251001 |
| Review 38: close_return | 22.8s | $0.034 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 39: close_return | 21.6s | $0.030 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 40: close_return | 21.2s | $0.029 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 41: close_return | 20.9s | $0.031 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 42: close_return | 16.3s | $0.029 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 43: close_return | 22.0s | $0.033 | 5 | 3 | claude-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
- A gate that blocked the right moveGated-execute · Haiku 4.5
- Three proposals beat one agentPropose-select · Haiku 4.5
- A verifier that earned its keepPlan-execute-verify · Sonnet 5.5
- A revision that did not helpPlan-execute-verify · Haiku 4.5
- The control, missing a stepSingle · Haiku 4.5
Record this cell yourself: npm run bench -- run --strategies gated-execute --tasks ecommerce-returns-desk --models claude-haiku-4-5-20251001 --repeats 1
Score breakdown
- passRMA-801: one refund of the right amount and method1.00weight 0.04
expected 10965 card; got 10965 card
- passRMA-801 left closed1.00weight 0.01
- failRMA-802: one refund of the right amount and method0.00weight 0.04
expected 15900 card; got 13515 card
- passRMA-802 left closed1.00weight 0.01
- passRMA-803: one refund of the right amount and method1.00weight 0.04
expected 27965 store_credit; got 27965 store_credit
- passRMA-803 left closed1.00weight 0.01
- passRMA-804: one refund of the right amount and method1.00weight 0.04
expected 27965 store_credit; got 27965 store_credit
- passRMA-804 left closed1.00weight 0.01
- failRMA-805: one refund of the right amount and method0.00weight 0.04
expected 5520 card; got 5865 card
- passRMA-805 left closed1.00weight 0.01
- passRMA-806: one refund of the right amount and method1.00weight 0.04
expected 7350 card; got 7350 card
- passRMA-806 left closed1.00weight 0.01
- failRMA-807: one refund of the right amount and method0.00weight 0.04
expected 15900 card; got no refund
- failRMA-807 left closed0.00weight 0.01
- passRMA-808: investigation opened, nothing refunded1.00weight 0.04
expected no refund; got no refund
- passRMA-808 left investigating1.00weight 0.01
- failRMA-809: one refund of the right amount and method0.00weight 0.04
expected 3800 card; got 3230 card
- passRMA-809 left open1.00weight 0.01
- passRMA-810: one refund of the right amount and method1.00weight 0.04
expected 9900 card; got 9900 card
- passRMA-810 left closed1.00weight 0.01
- passRMA-811: one refund of the right amount and method1.00weight 0.04
expected 4900 card; got 4900 card
- passRMA-811 left closed1.00weight 0.01
- passRMA-812: one refund of the right amount and method1.00weight 0.04
expected 21900 card; got 21900 card
- passRMA-812 left closed1.00weight 0.01
- passRMA-813: one refund of the right amount and method1.00weight 0.04
expected 10965 card; got 10965 card
- passRMA-813 left closed1.00weight 0.01
- failRMA-814: one refund of the right amount and method0.00weight 0.04
expected 31800 card; got 27030 card
- passRMA-814 left closed1.00weight 0.01
- failRMA-815: one refund of the right amount and method0.00weight 0.04
expected 10965 card; got 10965 store_credit
- passRMA-815 left closed1.00weight 0.01
- failRMA-816: one refund of the right amount and method0.00weight 0.04
expected 4165 card; got no refund
- failRMA-816 left closed0.00weight 0.01
- passP-KEY returns restocked into the right buckets1.00weight 0.02
sellable +3 damaged +1 (expected +3 / +1)
- failP-HDP returns restocked into the right buckets0.00weight 0.02
sellable +3 damaged +0 (expected +4 / +0)
- passP-MON returns restocked into the right buckets1.00weight 0.02
sellable +2 damaged +0 (expected +2 / +0)
- passP-HUB returns restocked into the right buckets1.00weight 0.02
sellable +1 damaged +0 (expected +1 / +0)
- failP-MOU returns restocked into the right buckets0.00weight 0.02
sellable +1 damaged +2 (expected +2 / +2)
- passP-CAB returns restocked into the right buckets1.00weight 0.02
sellable +1 damaged +1 (expected +1 / +1)
- passP-DOC returns restocked into the right buckets1.00weight 0.02
sellable +0 damaged +1 (expected +0 / +1)
- failStore-credit balances moved by exactly the store-credit refunds owed0.00weight 0.02
C-815=10965 (expected 0)
Penalties
No penalties were applied.
Scorer metadata
- tool calls
- 244
- failed tool calls
- 0
- distinct tools
- 11
Final answer
Perfect! Let me verify the final summary of the work completed:
Summary of Return Authorization Processing
I have successfully processed all 16 open return authorizations as of 2026-07-25. Here's what was done:
Closed Returns (12 RMAs - Fully Settled):
Within 30-day window, changed_mind (15% fee applied):
- RMA-801: Refunded 10,965¢ to card (12,900 - 1,935 fee), restocked 1 P-KEY
- RMA-802: Refunded 13,515¢ to card (15,900 - 2,385 fee), restocked 1 P-HDP
- RMA-805: Refunded 5,865¢ to card (6,900 - 1,035 fee), restocked 1 P-HUB
- RMA-813: Refunded 10,965¢ to card (12,900 - 1,935 fee), restocked 1 P-KEY
- RMA-814: Refunded 27,030¢ to card (31,800 - 4,770 fee), restocked 2 P-HDP
Outside 30-day window, changed_mind (refunded as store_credit with fee):
- RMA-803: Refunded 27,965¢ as store_credit (32,900 - 4,935 fee), restocked 1 P-MON
- RMA-804: Refunded 27,965¢ as store_credit (32,900 - 4,935 fee), restocked 1 P-MON
- RMA-815: Refunded 10,965¢ as store_credit (12,900 - 1,935 fee), restocked 1 P-KEY
Defective/Damaged items (no fee):
- RMA-806: Refunded 7,350¢ to card, restocked 2 P-MOU as damaged
- RMA-810: Refunded 9,900¢ remaining to card (full 12,900 with prior 3,000), restocked 1 P-KEY damaged
- RMA-811: Refunded 4,900¢ to card, restocked 1 P-MOU
- RMA-812: Refunded 21,900¢ to card, restocked 1 P-DOC as damaged
Open Returns Still Waiting for Goods (3 RMAs):
- RMA-807: Within window, nothing received yet
- RMA-809: Within window, partial return (2 of 3 units received, settled 3,230¢; awaiting 1 more unit)
- RMA-816: Within window, nothing received yet
Investigating (1 RMA):
- RMA-808: Opened investigation - wrong product received (P-CAB instead of expected P-MON)
Total settled: 12 returns fully closed with appropriate refunds and restocking completed according to return policy and warehouse grades.
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.