RunHaiku 4.5repeat 1

Plan-execute on Work a morning's customer inbox

claude-haiku-4-5-20251001__plan-execute__ecommerce-inbox-triage__r1

Score

1.000

passed

design ran as designed

Cost: $0.181
Latency: 2m 47s; setup 0.0s, grading 0.0s
Turns: 69
Tool calls: 65
Subagents: 0
Tokens in / out: 409k / 16k; 375,570 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.
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

Spend$0.181

Drawn from the phase records: timing and cost per call, no tool calls or messages.

Phase	Duration	Cost	Turns	Tools	Model
Plan	37.1s	$0.032	3	0	claude-haiku-4-5-20251001
Execute	2m 10s	$0.150	66	65	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 plan-execute --tasks ecommerce-inbox-triage --models claude-haiku-4-5-20251001 --repeats 1

Score breakdown

passO-6101 sent to the customer's corrected address
1.00weight 0.08
22 Leith Walk, Edinburgh EH6 5DU, UK
passBoth address messages answered
1.00weight 0.02
passO-6102 has shipped: address left alone and the customer told why
1.00weight 0.04
passO-6103 cancelled in full
1.00weight 0.04
passO-6103 refunded to the card for what was paid
1.00weight 0.08
10620 card
passO-6103's goods back in stock
1.00weight 0.04
passM-803 answered
1.00weight 0.02
passGrace Liu's store credit left where it is, and the sender answered
1.00weight 0.04
passO-6105 cable not refunded again, and the customer told it already was
1.00weight 0.04
passO-6106 sent to the customer's office
1.00weight 0.08
3 Canal Street, Birmingham B1 2JP, UK
passThe withdrawn cancellation was not carried out, and both messages were answered
1.00weight 0.04
passThe shipping question answered and nothing else done
1.00weight 0.04
passO-6112's unshipped monitor cancelled, refunded to the card and restocked; the shipped keyboard left alone
1.00weight 0.08
passM-809 answered
1.00weight 0.02
passUnverified sender: O-6109 left alone and the sender asked to write from the account address
1.00weight 0.04
passNo refund for headphones that have not come back, and the customer told how to return them
1.00weight 0.04
passO-6101's cables cancelled, the keyboard kept
1.00weight 0.04
passO-6101's cables refunded to the card
1.00weight 0.04
passO-6101's cables back in stock
1.00weight 0.04
passM-813 answered
1.00weight 0.02
passO-6114 cancelled, refunded to the card and restocked
1.00weight 0.08
passM-814 answered
1.00weight 0.02

Penalties

No penalties were applied.

Scorer metadata

tool calls: 65
failed tool calls: 0
distinct tools: 10

Final answer

Perfect! I have successfully processed all customer inbox messages for today (2026-07-25). Here's a summary of what was completed:

Summary of Actions Taken

12 Original Messages + 2 Additional Messages = 14 Total Messages Processed

Address Updates (No Conflicts)

M-801 & M-804 (Lena Fischer): Updated O-6101 shipping address to 22 Leith Walk, Edinburgh EH6 5DU, UK (M-804's corrected address superseded M-801)
M-812 (Priya Nair): Updated O-6106 shipping address to 3 Canal Street, Birmingham B1 2JP, UK (cancelled M-807's cancellation request)

Declined Address Changes

M-802 (Omar Haddad): Declined address change for O-6102 (already shipped on 2026-07-24 - handbook prohibits changing shipped order addresses)

Order Cancellations & Refunds

M-803 (Sofia Marin): Cancelled O-6103 entirely → Refunded £106.20 to card, restocked P-HUB and P-MOU
M-809 (Nadia Rahman): Cancelled only L2 (pending monitor) on O-6112 → Refunded £329.00 to card, restocked P-MON (L1 already shipped - cannot cancel)
M-813 (Lena Fischer): Cancelled only L2 (cables) on O-6101 → Refunded £38.00 to card, restocked P-CAB qty 2
M-814 (Omar Haddad): Cancelled O-6114 entirely → Refunded £219.00 to card, restocked P-DOC

Declined/Security Requests

M-805 (Alex Morgan): Declined store credit transfer from Grace Liu to another account (handbook: store credit cannot be transferred between accounts)
M-806 (Tom Becker): Confirmed prior refund already processed for O-6105 cable (£19 issued)
M-810 (Sofia Marin): Declined address change from wrong email (sofia.m.home@gmail.com) - requested use of account email sofia.marin@example.com

Status/Information Queries

M-808 (Ken Ito): Provided status for O-6108 (mouse order pending, in stock, shipping within 1-2 days)
M-811 (Arjun Mehta): Explained return process for damaged headphones O-6113 (within 30-day window)

All 14 messages have been replied to and marked as answered. No open messages remain.

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.