RunOpus 5.5repeat 1
Gated-execute on Settle a desk of returns by what actually came back
claude-opus-5-5__gated-execute__ecommerce-returns-desk__r1
Score
0.854
wrong answer
design ran as designed- Cost
- $2.79
- Latency
- 7m 27s
- setup 0.0s, grading 0.0s
- Turns
- 394
- Tool calls
- 309
- Subagents
- 42
- Tokens in / out
- 1.3M / 42k
- 1,021,261 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 7m 27s, finished, 87 tool calls, $0.534
Review 1: refund_order: 42.2s to 53.2s, finished, 8 tool calls, $0.080
Review 2: refund_order: 53.2s to 1m 2s, finished, 6 tool calls, $0.040
Review 3: refund_order: 1m 2s to 1m 13s, finished, 9 tool calls, $0.053
Review 4: refund_order: 1m 13s to 1m 24s, finished, 9 tool calls, $0.057
Review 5: refund_order: 1m 25s to 1m 34s, finished, 7 tool calls, $0.047
Review 6: refund_order: 1m 34s to 1m 41s, finished, 5 tool calls, $0.040
Review 7: apply_store_credit: 1m 44s to 1m 55s, finished, 7 tool calls, $0.050
Review 8: apply_store_credit: 1m 55s to 2m 5s, finished, 6 tool calls, $0.052
Review 9: refund_order: 2m 5s to 2m 16s, finished, 6 tool calls, $0.048
Review 10: refund_order: 2m 16s to 2m 26s, finished, 5 tool calls, $0.046
Review 11: refund_order: 2m 26s to 2m 35s, finished, 5 tool calls, $0.044
Review 12: refund_order: 2m 35s to 2m 44s, finished, 6 tool calls, $0.051
Review 13: refund_order: 2m 44s to 2m 54s, finished, 7 tool calls, $0.055
Review 14: refund_order: 2m 54s to 3m 3s, finished, 6 tool calls, $0.051
Review 15: refund_order: 3m 3s to 3m 14s, finished, 8 tool calls, $0.063
Review 16: restock_item: 3m 16s to 3m 23s, finished, 4 tool calls, $0.043
Review 17: restock_item: 3m 23s to 3m 31s, finished, 4 tool calls, $0.044
Review 18: restock_item: 3m 31s to 3m 39s, finished, 4 tool calls, $0.044
Review 19: restock_item: 3m 39s to 3m 53s, finished, 4 tool calls, $0.045
Review 20: restock_item: 3m 53s to 3m 60s, finished, 4 tool calls, $0.045
Review 21: restock_item: 3m 60s to 4m 8s, finished, 4 tool calls, $0.047
Review 22: restock_item: 4m 8s to 4m 15s, finished, 4 tool calls, $0.048
Review 23: restock_item: 4m 15s to 4m 22s, finished, 3 tool calls, $0.044
Review 24: restock_item: 4m 25s to 4m 33s, finished, 4 tool calls, $0.051
Review 25: restock_item: 4m 33s to 4m 41s, finished, 4 tool calls, $0.051
Review 26: restock_item: 4m 41s to 4m 48s, finished, 4 tool calls, $0.049
Review 27: restock_item: 4m 48s to 4m 57s, finished, 4 tool calls, $0.050
Review 28: restock_item: 4m 57s to 5m 4s, finished, 4 tool calls, $0.050
Review 29: restock_item: 5m 4s to 5m 12s, finished, 4 tool calls, $0.053
Review 30: open_investigation: 5m 12s to 5m 18s, finished, 3 tool calls, $0.047
Review 31: close_return: 5m 20s to 5m 31s, finished, 5 tool calls, $0.060
Review 32: close_return: 5m 31s to 5m 39s, finished, 5 tool calls, $0.056
Review 33: close_return: 5m 39s to 5m 50s, finished, 8 tool calls, $0.072
Review 34: close_return: 5m 50s to 6m 5s, finished, 7 tool calls, $0.072
Review 35: close_return: 6m 5s to 6m 13s, finished, 4 tool calls, $0.055
Review 36: close_return: 6m 13s to 6m 21s, finished, 5 tool calls, $0.062
Review 37: close_return: 6m 21s to 6m 28s, finished, 3 tool calls, $0.053
Review 38: close_return: 6m 28s to 6m 39s, finished, 6 tool calls, $0.070
Review 39: close_return: 6m 39s to 6m 47s, finished, 5 tool calls, $0.063
Review 40: close_return: 6m 47s to 6m 57s, finished, 5 tool calls, $0.065
Review 41: close_return: 6m 57s to 7m 4s, finished, 4 tool calls, $0.059
Review 42: close_return: 7m 4s to 7m 16s, finished, 7 tool calls, $0.075
Drawn from the phase records: timing and cost per call, no tool calls or messages.
| Phase | Duration | Cost | Turns | Tools | Model |
|---|---|---|---|---|---|
| Execute | 7m 27s | $0.534 | 88 | 87 | claude-opus-5-5 |
| Review 1: refund_order | 10.9s | $0.080 | 10 | 8 | claude-opus-5-5 |
| Review 2: refund_order | 8.6s | $0.040 | 8 | 6 | claude-opus-5-5 |
| Review 3: refund_order | 11.4s | $0.053 | 11 | 9 | claude-opus-5-5 |
| Review 4: refund_order | 11.3s | $0.057 | 11 | 9 | claude-opus-5-5 |
| Review 5: refund_order | 9.3s | $0.047 | 9 | 7 | claude-opus-5-5 |
| Review 6: refund_order | 7.7s | $0.040 | 7 | 5 | claude-opus-5-5 |
| Review 7: apply_store_credit | 11.2s | $0.050 | 9 | 7 | claude-opus-5-5 |
| Review 8: apply_store_credit | 10.2s | $0.052 | 8 | 6 | claude-opus-5-5 |
| Review 9: refund_order | 10.6s | $0.048 | 8 | 6 | claude-opus-5-5 |
| Review 10: refund_order | 10.2s | $0.046 | 7 | 5 | claude-opus-5-5 |
| Review 11: refund_order | 8.6s | $0.044 | 7 | 5 | claude-opus-5-5 |
| Review 12: refund_order | 9.4s | $0.051 | 8 | 6 | claude-opus-5-5 |
| Review 13: refund_order | 9.6s | $0.055 | 9 | 7 | claude-opus-5-5 |
| Review 14: refund_order | 8.9s | $0.051 | 8 | 6 | claude-opus-5-5 |
| Review 15: refund_order | 11.1s | $0.063 | 10 | 8 | claude-opus-5-5 |
| Review 16: restock_item | 7.0s | $0.043 | 6 | 4 | claude-opus-5-5 |
| Review 17: restock_item | 7.5s | $0.044 | 6 | 4 | claude-opus-5-5 |
| Review 18: restock_item | 7.9s | $0.044 | 6 | 4 | claude-opus-5-5 |
| Review 19: restock_item | 14.0s | $0.045 | 6 | 4 | claude-opus-5-5 |
| Review 20: restock_item | 7.2s | $0.045 | 6 | 4 | claude-opus-5-5 |
| Review 21: restock_item | 7.9s | $0.047 | 6 | 4 | claude-opus-5-5 |
| Review 22: restock_item | 7.4s | $0.048 | 6 | 4 | claude-opus-5-5 |
| Review 23: restock_item | 7.0s | $0.044 | 5 | 3 | claude-opus-5-5 |
| Review 24: restock_item | 8.2s | $0.051 | 6 | 4 | claude-opus-5-5 |
| Review 25: restock_item | 8.3s | $0.051 | 6 | 4 | claude-opus-5-5 |
| Review 26: restock_item | 7.4s | $0.049 | 6 | 4 | claude-opus-5-5 |
| Review 27: restock_item | 8.6s | $0.050 | 6 | 4 | claude-opus-5-5 |
| Review 28: restock_item | 6.8s | $0.050 | 6 | 4 | claude-opus-5-5 |
| Review 29: restock_item | 7.7s | $0.053 | 6 | 4 | claude-opus-5-5 |
| Review 30: open_investigation | 6.4s | $0.047 | 5 | 3 | claude-opus-5-5 |
| Review 31: close_return | 10.3s | $0.060 | 7 | 5 | claude-opus-5-5 |
| Review 32: close_return | 8.0s | $0.056 | 7 | 5 | claude-opus-5-5 |
| Review 33: close_return | 11.7s | $0.072 | 10 | 8 | claude-opus-5-5 |
| Review 34: close_return | 14.7s | $0.072 | 9 | 7 | claude-opus-5-5 |
| Review 35: close_return | 7.5s | $0.055 | 6 | 4 | claude-opus-5-5 |
| Review 36: close_return | 8.5s | $0.062 | 7 | 5 | claude-opus-5-5 |
| Review 37: close_return | 7.0s | $0.053 | 5 | 3 | claude-opus-5-5 |
| Review 38: close_return | 10.9s | $0.070 | 8 | 6 | claude-opus-5-5 |
| Review 39: close_return | 8.3s | $0.063 | 7 | 5 | claude-opus-5-5 |
| Review 40: close_return | 9.9s | $0.065 | 7 | 5 | claude-opus-5-5 |
| Review 41: close_return | 6.9s | $0.059 | 6 | 4 | claude-opus-5-5 |
| Review 42: close_return | 11.8s | $0.075 | 9 | 7 | claude-opus-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
- 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-opus-5-5 --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
- passRMA-802: one refund of the right amount and method1.00weight 0.04
expected 15900 card; got 15900 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
- passRMA-805: one refund of the right amount and method1.00weight 0.04
expected 5520 card; got 5520 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
- passRMA-809: one refund of the right amount and method1.00weight 0.04
expected 3800 card; got 3800 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
- passRMA-814: one refund of the right amount and method1.00weight 0.04
expected 31800 card; got 31800 card
- passRMA-814 left closed1.00weight 0.01
- passRMA-815: one refund of the right amount and method1.00weight 0.04
expected 10965 card; got 10965 card
- 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)
- passStore-credit balances moved by exactly the store-credit refunds owed1.00weight 0.02
Penalties
No penalties were applied.
Scorer metadata
- tool calls
- 309
- failed tool calls
- 0
- distinct tools
- 14
Final answer
I worked through all 16 open returns. I settled and closed 12, opened an investigation on 1, and left 3 open because their goods haven't all arrived. The tools report today as 2026-07-25 (my session date says 2026-10-06), so I measured return windows and policy-update dates against 2026-07-25.
Settled and closed (12). Each was refunded, put back in stock by the warehouse's grade, then closed:
| Return | Refund | Back into stock | Why |
|---|---|---|---|
| RMA-801 | 10,965 to card | 1 P-KEY, sellable | Changed mind, 15% fee |
| RMA-802 | 15,900 to card | 1 P-HDP, sellable | Changed mind; no fee (PU-21: requests 07-10 to 07-20) |
| RMA-803 | 27,965 store credit | 1 P-MON, sellable | 41 days after shipping, outside the 30-day window. The customer only became gold on 07-15, after asking on 07-08, so the longer gold window (PU-18) doesn't apply. 15% fee |
| RMA-804 | 27,965 store credit | 1 P-MON, sellable | 41 days, standard customer, outside the window. 15% fee |
| RMA-805 | 5,520 to card | 1 P-HUB, sellable | Requested 06-25, so the 20% peak-season fee applies (PU-15) |
| RMA-806 | 7,350 to card | 2 P-MOU, damaged | Defective, no fee. 7,350 is what was actually paid after the discount code |
| RMA-810 | 9,900 to card | 1 P-KEY, damaged | Defective. 12,900 paid minus 3,000 already refunded |
| RMA-811 | 4,900 to card | 1 P-MOU, sellable | Damaged in transit, no fee |
| RMA-812 | 21,900 to card | 1 P-DOC, damaged | Defective, requested on day 28 (inside the window) |
| RMA-813 | 10,965 to card | 1 P-KEY, sellable | Requested on exactly day 30, which is still inside the window. 15% fee |
| RMA-814 | 31,800 to card | 2 P-HDP, sellable | Changed mind, no fee (PU-21) |
| RMA-815 | 10,965 to card | 1 P-KEY, sellable | 38 days, but the customer is platinum, so the 45-day window applies (PU-18). 15% fee |
For RMA-803 and RMA-804, the refund is recorded on the order and the same 27,965 was added to each customer's store-credit balance.
Not closed:
- RMA-808: the return is for a monitor (P-MON), but the warehouse received a cable (P-CAB). I opened an investigation (INV-1) and refunded and restocked nothing.
- RMA-809: 2 of 3 cables have arrived. I refunded those 2 (3,800 to card, no fee under PU-21) and restocked 1 as sellable and 1 as damaged. It stays open until the third cable arrives.
- RMA-807 and RMA-816: nothing has been received, so nothing was done. The RMA-807 customer says tracking shows delivery on 07-23 and asks for a refund today. There is no warehouse receipt, so under the rules no refund can be issued yet.
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.