Business Bench

Tasks · desk · Reformatting

Fall attendance grid for the district grant

long-to-wide-attendance · timeout 1800 s · source

The ask

Sent verbatim as the prompt. The agent works in a copy of the workspace below and sees nothing else.

The district needs our fall robotics attendance on their grid. Can you build it from the kiosk check-ins and the coach's absence sheet? Their instructions, template and our roster are in the folder - save it as attendance_grid.csv.

Workspace

  • coach_absence_sheet.xlsx
  • district_attendance_instructions.txt
  • district_attendance_template.csv
  • kiosk_checkins_fall.csv
  • roster_fall_2026.xlsx

Expected deliverables

  • attendance_grid.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.

CheckTypeRequiredFailed (frozen) / 6
district template columns, exact ordercsv_columnsyes0
one row per enrolled studentcsv_set_equalyes0
row countcsv_row_countyes0
every session cellcsv_values_matchyes0
rows sorted by student namecustomyes0

Recorded results, complete desk comparison

pass pass, frozen scorer only fail timed out
SystemRepetitionsFrozen / 3Raw / 3Median minutesMean cost (USD)
Proto / DeepSeek V4.1 Flash331.40.0200
Codex / GPT-5.6 sol332.00.2829

Per-attempt check verdicts, raw and frozen verdicts, usage, receipt and artifact hashes for this task are in results/latest/attempts.jsonl under "task": "long-to-wide-attendance".