RunOpus 5.5repeat 1
Plan-execute on Settle a desk of returns by what actually came back
claude-opus-5-5__plan-execute__ecommerce-returns-desk__r1
Score
0.854
- Cost
- $0.535
- Latency
- 2m 1s
- setup 0.0s, grading 0.0s
- Turns
- 92
- Tool calls
- 89
- Subagents
- 0
- Tokens in / out
- 250k / 14k
- 220,592 read from cache
Did the design run?
- 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.planThe planner’s reply was read through its schema and held at least one step.
- Each call was shown the right tools: heldplan-execute.toolsThe planner was shown no tools and the executor the task’s full toolset.
Phases
Drawn from the phase records: timing and cost per call, no tool calls or messages.
| Phase | Duration | Cost | Turns | Tools | Model |
|---|---|---|---|---|---|
| Plan | 19.2s | $0.039 | 2 | 0 | claude-opus-5-5 |
| Execute | 1m 42s | $0.495 | 90 | 89 | 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 plan-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
- 89
- failed tool calls
- 0
- distinct tools
- 13
Final answer
All 16 open returns are worked: 12 are refunded, restocked and closed, one is under investigation, one is partly settled and still open, and two are left alone because nothing has arrived. Every refund and stock change returned a success result, and I re-listed the returns afterwards to confirm their statuses. The tools report today as 2026-07-25, which doesn't match the 2026-10-05 in my environment; I used the tools' date for every window check.
Rules applied
- The return window is 30 days from the ship date. A return requested after that is paid in store credit instead of to the card.
- Change-of-mind returns carry a 15% restocking fee. Defective returns and goods damaged in transit carry no fee.
Three policy updates, each applied only when the return was requested inside its dates:
- PU-15: the fee is 20% for requests from 05-01 to 06-30.
- PU-18: gold and platinum customers get a 45-day window, based on their tier on the day they asked.
- PU-21: no fee for requests from 07-10 to 07-20.
Refunded, restocked and closed
| Return | Refund | Restocked | Why |
|---|---|---|---|
| RMA-801 | $109.65 to card | 1 keyboard, sellable | 15% fee; asked 07-08, before PU-21 started |
| RMA-802 | $159.00 to card | 1 headphones, sellable | no fee (PU-21) |
| RMA-803 | $279.65 store credit, added to balance | 1 monitor, sellable | asked 41 days after shipping; the customer only became gold on 07-15, a week after asking, so the standard 30-day window applies; 15% fee |
| RMA-804 | $279.65 store credit, added to balance (balance now $291.65) | 1 monitor, sellable | standard tier, 41 days, so store credit; 15% fee |
| RMA-805 | $55.20 to card | 1 hub, sellable | 20% fee (PU-15, asked 06-25) |
| RMA-806 | $73.50 to card | 2 mice, damaged stock | defective, no fee; this is the discounted price actually paid |
| RMA-810 | $99.00 to card | 1 keyboard, damaged stock | $129.00 paid, less the $30.00 already refunded on that line |
| RMA-811 | $49.00 to card | 1 mouse, sellable | damaged in transit, no fee |
| RMA-812 | $219.00 to card | 1 dock, damaged stock | defective; asked on day 28, inside the window |
| RMA-813 | $109.65 to card | 1 keyboard, sellable | asked on exactly day 30, which is still inside the window; 15% fee |
| RMA-814 | $318.00 to card | 2 headphones, sellable | both units arrived; no fee (PU-21) |
| RMA-815 | $109.65 to card | 1 keyboard, sellable | platinum, so the 45-day window applies (asked on day 38); 15% fee |
Not closed
- RMA-808: under investigation (INV-1). The return covers a monitor, but the warehouse received a cable. Nothing was refunded or restocked.
- RMA-809: still open. Two of the three cables have arrived. I refunded $38.00 to card for those two (no fee, PU-21) and restocked one as sellable and one as damaged. The third cable has not arrived.
- RMA-807 and RMA-816: open and untouched. The warehouse has received nothing for either. The RMA-807 customer says tracking shows the parcel was delivered on the 23rd, but there is no warehouse receipt, so under the rules nothing is refunded yet.
RMA-795 was already under investigation before I started and wasn't part of this batch, so I left it as it was.
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.