RunHaiku 4.5repeat 1
Gated-execute on Settle a desk of returns by what actually came back
claude-haiku-4-5-20251001__gated-execute__ecommerce-returns-desk__r1
Score
0.625
wrong answer
design ran as designed- Cost
- $1.75
- Latency
- 23m 55s
- setup 0.0s, grading 0.0s
- Turns
- 390
- Tool calls
- 286
- Subagents
- 47
- Tokens in / out
- 1.6M / 142k
- 1,016,295 read from cache
- Attempts
- 2
- retried after API errors
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 23m 55s, finished, 107 tool calls, $0.236
Review 1: refund_order: 1m 26s to 2m 4s, finished, 5 tool calls, $0.033
Review 2: restock_item: 2m 4s to 2m 33s, finished, 4 tool calls, $0.031
Review 3: close_return: 2m 33s to 2m 56s, finished, 4 tool calls, $0.025
Review 4: refund_order: 2m 58s to 3m 20s, finished, 5 tool calls, $0.025
Review 5: restock_item: 3m 20s to 3m 39s, finished, 3 tool calls, $0.025
Review 6: close_return: 3m 39s to 4m 8s, finished, 4 tool calls, $0.030
Review 7: refund_order: 4m 11s to 4m 37s, finished, 5 tool calls, $0.028
Review 8: restock_item: 4m 37s to 4m 58s, finished, 3 tool calls, $0.025
Review 9: apply_store_credit: 4m 58s to 5m 26s, finished, 5 tool calls, $0.032
Review 10: close_return: 5m 26s to 5m 58s, finished, 4 tool calls, $0.032
Review 11: refund_order: 5m 58s to 6m 23s, finished, 5 tool calls, $0.028
Review 12: restock_item: 6m 23s to 6m 51s, finished, 4 tool calls, $0.030
Review 13: apply_store_credit: 6m 51s to 7m 25s, finished, 4 tool calls, $0.035
Review 14: close_return: 7m 25s to 7m 46s, finished, 4 tool calls, $0.026
Review 15: refund_order: 7m 49s to 8m 13s, finished, 5 tool calls, $0.030
Review 16: restock_item: 8m 13s to 9m 9s, finished, 5 tool calls, $0.049
Review 17: apply_store_credit: 9m 9s to 9m 32s, finished, 4 tool calls, $0.031
Review 18: close_return: 9m 32s to 10m 17s, finished, 4 tool calls, $0.048
Review 19: refund_order: 10m 37s to 11m 2s, finished, 4 tool calls, $0.031
Review 20: restock_item: 11m 2s to 11m 32s, finished, 3 tool calls, $0.033
Review 21: close_return: 11m 32s to 11m 49s, finished, 2 tool calls, $0.025
Review 22: refund_order: 11m 51s to 12m 26s, finished, 5 tool calls, $0.036
Review 23: restock_item: 12m 26s to 12m 49s, finished, 3 tool calls, $0.028
Review 24: close_return: 12m 49s to 13m 6s, finished, 3 tool calls, $0.025
Review 25: open_investigation: 13m 9s to 13m 29s, finished, 3 tool calls, $0.028
Review 26: refund_order: 13m 34s to 14m 6s, finished, 4 tool calls, $0.033
Review 27: restock_item: 14m 6s to 15m 25s, finished, 4 tool calls, $0.066
Review 28: restock_item: 15m 25s to 16m 18s, finished, 4 tool calls, $0.052
Review 29: refund_order: 16m 28s to 16m 44s, finished, 4 tool calls, $0.028
Review 30: restock_item: 16m 44s to 17m 14s, finished, 4 tool calls, $0.035
Review 31: close_return: 17m 14s to 17m 34s, finished, 4 tool calls, $0.028
Review 32: refund_order: 17m 34s to 17m 56s, finished, 5 tool calls, $0.032
Review 33: restock_item: 17m 56s to 18m 15s, finished, 3 tool calls, $0.032
Review 34: close_return: 18m 15s to 18m 34s, finished, 4 tool calls, $0.028
Review 35: refund_order: 18m 34s to 18m 55s, finished, 4 tool calls, $0.031
Review 36: restock_item: 18m 55s to 19m 17s, finished, 3 tool calls, $0.029
Review 37: close_return: 19m 17s to 19m 38s, finished, 4 tool calls, $0.031
Review 38: refund_order: 19m 38s to 19m 55s, finished, 4 tool calls, $0.028
Review 39: restock_item: 19m 55s to 20m 17s, finished, 3 tool calls, $0.030
Review 40: close_return: 20m 17s to 20m 29s, finished, 2 tool calls, $0.024
Review 41: refund_order: 20m 29s to 20m 52s, finished, 5 tool calls, $0.033
Review 42: restock_item: 20m 52s to 21m 13s, finished, 3 tool calls, $0.030
Review 43: close_return: 21m 13s to 21m 37s, finished, 4 tool calls, $0.034
Review 44: refund_order: 21m 41s to 22m 3s, finished, 5 tool calls, $0.034
Review 45: restock_item: 22m 3s to 22m 38s, finished, 3 tool calls, $0.038
Review 46: apply_store_credit: 22m 38s to 23m 11s, finished, 4 tool calls, $0.041
Review 47: close_return: 23m 11s to 23m 35s, finished, 3 tool calls, $0.034
Drawn from the phase records: timing and cost per call, no tool calls or messages.
| Phase | Duration | Cost | Turns | Tools | Model |
|---|---|---|---|---|---|
| Execute | 23m 55s | $0.236 | 108 | 107 | claude-haiku-4-5-20251001 |
| Review 1: refund_order | 37.1s | $0.033 | 7 | 5 | claude-haiku-4-5-20251001 |
| Review 2: restock_item | 29.9s | $0.031 | 7 | 4 | claude-haiku-4-5-20251001 |
| Review 3: close_return | 22.5s | $0.025 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 4: refund_order | 21.3s | $0.025 | 7 | 5 | claude-haiku-4-5-20251001 |
| Review 5: restock_item | 19.3s | $0.025 | 6 | 3 | claude-haiku-4-5-20251001 |
| Review 6: close_return | 29.0s | $0.030 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 7: refund_order | 25.6s | $0.028 | 7 | 5 | claude-haiku-4-5-20251001 |
| Review 8: restock_item | 21.3s | $0.025 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 9: apply_store_credit | 28.6s | $0.032 | 7 | 5 | claude-haiku-4-5-20251001 |
| Review 10: close_return | 31.8s | $0.032 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 11: refund_order | 24.3s | $0.028 | 7 | 5 | claude-haiku-4-5-20251001 |
| Review 12: restock_item | 28.6s | $0.030 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 13: apply_store_credit | 34.0s | $0.035 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 14: close_return | 21.0s | $0.026 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 15: refund_order | 24.0s | $0.030 | 7 | 5 | claude-haiku-4-5-20251001 |
| Review 16: restock_item | 56.1s | $0.049 | 7 | 5 | claude-haiku-4-5-20251001 |
| Review 17: apply_store_credit | 22.3s | $0.031 | 7 | 4 | claude-haiku-4-5-20251001 |
| Review 18: close_return | 45.6s | $0.048 | 7 | 4 | claude-haiku-4-5-20251001 |
| Review 19: refund_order | 25.3s | $0.031 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 20: restock_item | 29.6s | $0.033 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 21: close_return | 17.1s | $0.025 | 4 | 2 | claude-haiku-4-5-20251001 |
| Review 22: refund_order | 34.6s | $0.036 | 7 | 5 | claude-haiku-4-5-20251001 |
| Review 23: restock_item | 22.7s | $0.028 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 24: close_return | 17.1s | $0.025 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 25: open_investigation | 20.7s | $0.028 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 26: refund_order | 31.9s | $0.033 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 27: restock_item | 1m 18s | $0.066 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 28: restock_item | 53.0s | $0.052 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 29: refund_order | 16.2s | $0.028 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 30: restock_item | 29.9s | $0.035 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 31: close_return | 19.7s | $0.028 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 32: refund_order | 22.2s | $0.032 | 7 | 5 | claude-haiku-4-5-20251001 |
| Review 33: restock_item | 18.9s | $0.032 | 6 | 3 | claude-haiku-4-5-20251001 |
| Review 34: close_return | 18.8s | $0.028 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 35: refund_order | 21.3s | $0.031 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 36: restock_item | 22.6s | $0.029 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 37: close_return | 20.4s | $0.031 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 38: refund_order | 16.7s | $0.028 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 39: restock_item | 22.1s | $0.030 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 40: close_return | 12.7s | $0.024 | 4 | 2 | claude-haiku-4-5-20251001 |
| Review 41: refund_order | 22.5s | $0.033 | 7 | 5 | claude-haiku-4-5-20251001 |
| Review 42: restock_item | 20.5s | $0.030 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 43: close_return | 24.0s | $0.034 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 44: refund_order | 21.3s | $0.034 | 7 | 5 | claude-haiku-4-5-20251001 |
| Review 45: restock_item | 35.0s | $0.038 | 5 | 3 | claude-haiku-4-5-20251001 |
| Review 46: apply_store_credit | 33.5s | $0.041 | 6 | 4 | claude-haiku-4-5-20251001 |
| Review 47: close_return | 23.5s | $0.034 | 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
- 286
- failed tool calls
- 0
- distinct tools
- 11
Final answer
Perfect! Let me create a final summary of the return processing:
Summary of Return Authorizations Processed
I've successfully worked through all 16 open return authorizations. Here's what was completed:
Closed Returns (12 total):
- RMA-801: P-KEY, 1 unit - Refunded 10,965¢ to card (15% fee for changed_mind), restocked to sellable
- RMA-802: P-HDP, 1 unit - Refunded 13,515¢ to card (15% fee for changed_mind), restocked to sellable
- RMA-803: P-MON, 1 unit - Refunded 27,965¢ to store_credit (outside 30-day window, 15% fee), restocked to sellable
- RMA-804: P-MON, 1 unit - Refunded 27,965¢ to store_credit (outside 30-day window, 15% fee), restocked to sellable
- RMA-805: P-HUB, 1 unit - Refunded 5,865¢ to card (15% fee for changed_mind), restocked to sellable
- RMA-806: P-MOU, 2 units - Refunded 7,350¢ to card (defective, no fee), restocked to damaged bucket
- RMA-810: P-KEY, 1 unit - Refunded 9,900¢ to card (defective, already 3,000¢ refunded), restocked to damaged
- RMA-811: P-MOU, 1 unit - Refunded 4,900¢ to card (damaged_in_transit, no fee), restocked to sellable
- RMA-812: P-DOC, 1 unit - Refunded 21,900¢ to card (defective, no fee), restocked to damaged
- RMA-813: P-KEY, 1 unit - Refunded 10,965¢ to card (15% fee for changed_mind), restocked to sellable
- RMA-814: P-HDP, 2 units - Refunded 27,030¢ to card (15% fee for changed_mind), restocked to sellable
- RMA-815: P-KEY, 1 unit - Refunded 10,965¢ to store_credit (outside 30-day window, 15% fee), restocked to sellable
Partial Settlement:
RMA-809: P-CAB, 3 units ordered, 2 received
- Refunded 3,230¢ to card for 2 units (15% fee for changed_mind)
- Restocked 1 unit to sellable, 1 unit to damaged
- Left open for 3rd unit still in transit
In Investigation:
RMA-808: Wrong product received
- Warehouse received P-CAB but return covers P-MON (defective)
- Investigation opened pending resolution
Left Open (Awaiting Receipt):
RMA-807: Nothing received yet (customer reports delivered to warehouse 2026-07-23)
RMA-816: Nothing received yet
All returns have been settled according to policy, with appropriate refund methods (card for within 30-day window, store_credit for outside), restocking of received goods by grade, and proper closure of complete returns.
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.