RunSonnet 5.5repeat 1
Gated-execute on Settle a desk of returns by what actually came back
claude-sonnet-5-5__gated-execute__ecommerce-returns-desk__r1
Score
0.854
wrong answer
design ran as designed- Cost
- $1.36
- Latency
- 5m 55s
- setup 0.0s, grading 0.0s
- Turns
- 381
- Tool calls
- 296
- Subagents
- 42
- Tokens in / out
- 1.1M / 40k
- 792,019 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 5m 55s, finished, 77 tool calls, $0.229
Review 1: refund_order: 27.7s to 37.6s, finished, 6 tool calls, $0.023
Review 2: refund_order: 37.6s to 45.5s, finished, 8 tool calls, $0.025
Review 3: refund_order: 45.5s to 55.5s, finished, 8 tool calls, $0.028
Review 4: refund_order: 55.5s to 1m 5s, finished, 9 tool calls, $0.029
Review 5: refund_order: 1m 5s to 1m 14s, finished, 7 tool calls, $0.025
Review 6: refund_order: 1m 14s to 1m 22s, finished, 5 tool calls, $0.022
Review 7: refund_order: 1m 22s to 1m 30s, finished, 6 tool calls, $0.025
Review 8: refund_order: 1m 30s to 1m 37s, finished, 5 tool calls, $0.022
Review 9: refund_order: 1m 37s to 1m 43s, finished, 5 tool calls, $0.021
Review 10: refund_order: 1m 43s to 1m 52s, finished, 5 tool calls, $0.023
Review 11: refund_order: 1m 52s to 1m 59s, finished, 5 tool calls, $0.024
Review 12: refund_order: 1m 59s to 2m 7s, finished, 7 tool calls, $0.028
Review 13: refund_order: 2m 7s to 2m 18s, finished, 8 tool calls, $0.034
Review 14: apply_store_credit: 2m 20s to 2m 33s, finished, 8 tool calls, $0.034
Review 15: apply_store_credit: 2m 33s to 2m 41s, finished, 6 tool calls, $0.029
Review 16: restock_item: 2m 41s to 2m 47s, finished, 4 tool calls, $0.023
Review 17: restock_item: 2m 47s to 2m 53s, finished, 3 tool calls, $0.020
Review 18: restock_item: 2m 53s to 2m 59s, finished, 4 tool calls, $0.023
Review 19: restock_item: 2m 59s to 3m 5s, finished, 4 tool calls, $0.023
Review 20: restock_item: 3m 5s to 3m 11s, finished, 3 tool calls, $0.021
Review 21: restock_item: 3m 11s to 3m 16s, finished, 3 tool calls, $0.021
Review 22: restock_item: 3m 16s to 3m 22s, finished, 4 tool calls, $0.025
Review 23: restock_item: 3m 22s to 3m 29s, finished, 3 tool calls, $0.023
Review 24: restock_item: 3m 29s to 3m 34s, finished, 3 tool calls, $0.023
Review 25: restock_item: 3m 34s to 3m 40s, finished, 3 tool calls, $0.023
Review 26: restock_item: 3m 40s to 3m 46s, finished, 3 tool calls, $0.023
Review 27: restock_item: 3m 46s to 3m 53s, finished, 3 tool calls, $0.024
Review 28: restock_item: 3m 53s to 4m 0s, finished, 3 tool calls, $0.024
Review 29: restock_item: 4m 0s to 4m 7s, finished, 3 tool calls, $0.024
Review 30: open_investigation: 4m 7s to 4m 13s, finished, 3 tool calls, $0.023
Review 31: close_return: 4m 15s to 4m 24s, finished, 7 tool calls, $0.037
Review 32: close_return: 4m 24s to 4m 32s, finished, 6 tool calls, $0.032
Review 33: close_return: 4m 32s to 4m 42s, finished, 9 tool calls, $0.041
Review 34: close_return: 4m 42s to 4m 51s, finished, 9 tool calls, $0.038
Review 35: close_return: 4m 51s to 4m 58s, finished, 7 tool calls, $0.035
Review 36: close_return: 4m 58s to 5m 7s, finished, 5 tool calls, $0.032
Review 37: close_return: 5m 7s to 5m 13s, finished, 3 tool calls, $0.027
Review 38: close_return: 5m 13s to 5m 19s, finished, 4 tool calls, $0.028
Review 39: close_return: 5m 19s to 5m 25s, finished, 3 tool calls, $0.027
Review 40: close_return: 5m 25s to 5m 32s, finished, 5 tool calls, $0.032
Review 41: close_return: 5m 32s to 5m 39s, finished, 6 tool calls, $0.035
Review 42: close_return: 5m 39s to 5m 49s, finished, 8 tool calls, $0.039
Drawn from the phase records: timing and cost per call, no tool calls or messages.
| Phase | Duration | Cost | Turns | Tools | Model |
|---|---|---|---|---|---|
| Execute | 5m 55s | $0.229 | 78 | 77 | claude-sonnet-5-5 |
| Review 1: refund_order | 9.9s | $0.023 | 8 | 6 | claude-sonnet-5-5 |
| Review 2: refund_order | 7.9s | $0.025 | 10 | 8 | claude-sonnet-5-5 |
| Review 3: refund_order | 10.0s | $0.028 | 10 | 8 | claude-sonnet-5-5 |
| Review 4: refund_order | 9.5s | $0.029 | 11 | 9 | claude-sonnet-5-5 |
| Review 5: refund_order | 9.4s | $0.025 | 9 | 7 | claude-sonnet-5-5 |
| Review 6: refund_order | 7.8s | $0.022 | 7 | 5 | claude-sonnet-5-5 |
| Review 7: refund_order | 7.7s | $0.025 | 8 | 6 | claude-sonnet-5-5 |
| Review 8: refund_order | 6.9s | $0.022 | 7 | 5 | claude-sonnet-5-5 |
| Review 9: refund_order | 6.0s | $0.021 | 7 | 5 | claude-sonnet-5-5 |
| Review 10: refund_order | 8.8s | $0.023 | 7 | 5 | claude-sonnet-5-5 |
| Review 11: refund_order | 7.5s | $0.024 | 7 | 5 | claude-sonnet-5-5 |
| Review 12: refund_order | 8.1s | $0.028 | 9 | 7 | claude-sonnet-5-5 |
| Review 13: refund_order | 10.5s | $0.034 | 10 | 8 | claude-sonnet-5-5 |
| Review 14: apply_store_credit | 12.6s | $0.034 | 10 | 8 | claude-sonnet-5-5 |
| Review 15: apply_store_credit | 8.4s | $0.029 | 8 | 6 | claude-sonnet-5-5 |
| Review 16: restock_item | 6.1s | $0.023 | 6 | 4 | claude-sonnet-5-5 |
| Review 17: restock_item | 5.4s | $0.020 | 5 | 3 | claude-sonnet-5-5 |
| Review 18: restock_item | 6.0s | $0.023 | 6 | 4 | claude-sonnet-5-5 |
| Review 19: restock_item | 6.2s | $0.023 | 6 | 4 | claude-sonnet-5-5 |
| Review 20: restock_item | 5.6s | $0.021 | 5 | 3 | claude-sonnet-5-5 |
| Review 21: restock_item | 5.0s | $0.021 | 5 | 3 | claude-sonnet-5-5 |
| Review 22: restock_item | 6.4s | $0.025 | 6 | 4 | claude-sonnet-5-5 |
| Review 23: restock_item | 6.5s | $0.023 | 5 | 3 | claude-sonnet-5-5 |
| Review 24: restock_item | 5.8s | $0.023 | 5 | 3 | claude-sonnet-5-5 |
| Review 25: restock_item | 5.6s | $0.023 | 5 | 3 | claude-sonnet-5-5 |
| Review 26: restock_item | 5.5s | $0.023 | 5 | 3 | claude-sonnet-5-5 |
| Review 27: restock_item | 7.3s | $0.024 | 5 | 3 | claude-sonnet-5-5 |
| Review 28: restock_item | 7.7s | $0.024 | 5 | 3 | claude-sonnet-5-5 |
| Review 29: restock_item | 6.2s | $0.024 | 5 | 3 | claude-sonnet-5-5 |
| Review 30: open_investigation | 6.4s | $0.023 | 5 | 3 | claude-sonnet-5-5 |
| Review 31: close_return | 9.2s | $0.037 | 9 | 7 | claude-sonnet-5-5 |
| Review 32: close_return | 8.5s | $0.032 | 8 | 6 | claude-sonnet-5-5 |
| Review 33: close_return | 10.1s | $0.041 | 11 | 9 | claude-sonnet-5-5 |
| Review 34: close_return | 8.3s | $0.038 | 11 | 9 | claude-sonnet-5-5 |
| Review 35: close_return | 7.5s | $0.035 | 9 | 7 | claude-sonnet-5-5 |
| Review 36: close_return | 8.8s | $0.032 | 7 | 5 | claude-sonnet-5-5 |
| Review 37: close_return | 6.1s | $0.027 | 5 | 3 | claude-sonnet-5-5 |
| Review 38: close_return | 5.6s | $0.028 | 6 | 4 | claude-sonnet-5-5 |
| Review 39: close_return | 6.0s | $0.027 | 5 | 3 | claude-sonnet-5-5 |
| Review 40: close_return | 7.1s | $0.032 | 7 | 5 | claude-sonnet-5-5 |
| Review 41: close_return | 7.5s | $0.035 | 8 | 6 | claude-sonnet-5-5 |
| Review 42: close_return | 9.3s | $0.039 | 10 | 8 | claude-sonnet-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-sonnet-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
- 296
- failed tool calls
- 0
- distinct tools
- 14
Final answer
I worked all 16 open RMAs: 12 are settled and closed, 4 are still open.
Closed, refunded and restocked
| RMA | Refund | Method | Fee | Stock |
|---|---|---|---|---|
| 801 | 10,965 | card | 15% | P-KEY sellable |
| 802 | 15,900 | card | none (PU-21) | P-HDP sellable |
| 803 | 27,965 | store credit, applied to the balance | 15% | P-MON sellable |
| 804 | 27,965 | store credit, applied to the balance | 15% | P-MON sellable |
| 805 | 5,520 | card | 20% (PU-15) | P-HUB sellable |
| 806 | 7,350 | card | none (defective) | P-MOU ×2 damaged |
| 810 | 9,900 | card | none (defective) | P-KEY damaged |
| 811 | 4,900 | card | none | P-MOU sellable |
| 812 | 21,900 | card | none | P-DOC damaged |
| 813 | 10,965 | card | 15% | P-KEY sellable |
| 814 | 31,800 | card | none (PU-21) | P-HDP ×2 sellable |
| 815 | 10,965 | card | 15% | P-KEY sellable |
- 803 and 804: shipped 41 days before the request, which is outside the 30-day window, so they were paid as store credit. The customer on 803 became gold only on 2026-07-15, after requesting on 07-08, so PU-18 doesn't apply.
- 810: I refunded 9,900 because 3,000 had already been refunded on that line.
- 815: the customer is platinum, so PU-18 gives a 45-day window and the 38 days since shipping qualifies for a card refund.
- 813: requested exactly 30 days after shipping, which is still inside the window.
Left open
- RMA-808: the warehouse received P-CAB, but the return covers P-MON. I opened investigation INV-1 and refunded and restocked nothing.
- RMA-809: 2 of the 3 units have arrived (1 resellable, 1 damaged). I refunded 3,800 card with no fee under PU-21 and restocked each unit by grade. The return stays open for the third unit.
- RMA-807 and RMA-816: no units received yet, so I changed nothing.
I did not reply to any customers or send notices, because the task only covered settling the RMAs.
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.