RunOpus 5.5repeat 1
Plan-execute-verify on Settle a desk of returns by what actually came back
claude-opus-5-5__plan-execute-verify__ecommerce-returns-desk__r1
Score
1.000
- Cost
- $1.12
- Latency
- 3m 44s
- setup 0.0s, grading 0.0s
- Turns
- 185
- Tool calls
- 177
- Subagents
- 0
- Tokens in / out
- 543k / 24k
- 465,831 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-verify.planThe planner’s reply was read through its schema and held at least one step.
- Every verdict was read: heldplan-execute-verify.verdictsEvery review round ended with a verdict read from the schema reply, not a default.
- The loop did what its verdicts said: heldplan-execute-verify.loopEvery verdict that called for a revision got one, and nothing was revised without such a verdict.
- Each call was shown the right tools: heldplan-execute-verify.toolsThe planner was shown no tools, the verifier the read-only ones, and the executor and reviser the 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 | 19.8s | $0.057 | 2 | 0 | claude-opus-5-5 |
| Execute | 1m 43s | $0.508 | 92 | 91 | claude-opus-5-5 |
| Verify | 40.3s | $0.230 | 35 | 33 | claude-opus-5-5 |
| Revise (round 1) | 25.9s | $0.119 | 18 | 17 | claude-opus-5-5 |
| Verify revision 1 | 35.1s | $0.208 | 38 | 36 | 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-verify --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
- passRMA-807: one refund of the right amount and method1.00weight 0.04
expected 15900 card; got 15900 card
- passRMA-807 left closed1.00weight 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
- passRMA-816: one refund of the right amount and method1.00weight 0.04
expected 4165 card; got 4165 card
- passRMA-816 left closed1.00weight 0.01
- passP-KEY returns restocked into the right buckets1.00weight 0.02
sellable +3 damaged +1 (expected +3 / +1)
- passP-HDP returns restocked into the right buckets1.00weight 0.02
sellable +4 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)
- passP-MOU returns restocked into the right buckets1.00weight 0.02
sellable +2 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
- 177
- failed tool calls
- 0
- distinct tools
- 15
Final answer
Both issues were correct, and RMA-807 and RMA-816 are now refunded, restocked and closed. My earlier report was wrong to say nothing had been received for them. The warehouse logged one resellable unit against each on 2026-07-25.
| Return | Refund | Stock | Why |
|---|---|---|---|
| RMA-807 (O-8007 L1) | $159.00 to card | 1 headphones (P-HDP) to sellable, 9 → 10 | Change of mind, requested 20 July. PU-21 waives the fee for returns requested 10–20 July, so there is no fee. Requested 12 days after shipping, so inside the window. |
| RMA-816 (O-8016 L1) | $41.65 to card | 1 mouse (P-MOU) to sellable, 21 → 22 | Change of mind, requested 21 July, one day after PU-21 ended, so the standard 15% fee applies: $49.00 − $7.35. Requested 7 days after shipping, so inside the window. |
Before changing anything, I checked that neither line had been refunded and neither product had a restock entry for these returns, so nothing was paid or restocked twice.
That leaves 14 of the 16 returns closed. RMA-808 is still under investigation because the warehouse received a cable instead of a monitor. RMA-809 is still open while the third cable is on its way. I changed nothing else and sent no customer emails.
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.