Tasks · desk · Reformatting
Clean a legacy customer export for HubSpot import
customer-dedupe · timeout 1200 s · source
The ask
Sent verbatim as the prompt. The agent works in a copy of the workspace below and sees nothing else.
Clean up our customer list for HubSpot import using their template. Sarah's email has the rules. Save it as hubspot_import.csv.
Workspace
- customers.xlsx
- email_from_sarah.txt
- hubspot_template.csv
- vip.txt
Expected deliverables
- hubspot_import.csv
This task also has a task-specific grader (check.py).
Checks
The task passes only when every required check passes. Reference answers, tolerances, and the planted traps are in the repository, not here.
| Check | Type | Required | Failed (frozen) / 6 |
|---|---|---|---|
| HubSpot template columns, exact order | csv_columns | yes | 0 |
| one row per emailed person | csv_set_equal | yes | 0 |
| lifecycle stage (vip = customer, everyone else = lead) | csv_values_match | yes | 0 |
| phone numbers carried over | custom | yes | 0 |
| row count equals distinct emailed people | csv_row_count | yes | 0 |
Recorded results, complete desk comparison
pass pass, frozen scorer only fail timed out
| System | Repetitions | Frozen / 3 | Raw / 3 | Median minutes | Mean cost (USD) |
|---|---|---|---|---|---|
| Proto / DeepSeek V4.1 Flash | 3 | 3 | 1.9 | 0.0217 | |
| Codex / GPT-5.6 sol | 3 | 3 | 3.4 | 0.4044 |
Per-attempt check verdicts, raw and frozen verdicts, usage, receipt and artifact hashes for this task are in results/latest/attempts.jsonl under "task": "customer-dedupe".