August yield and scrap by production line
The request
The task request supplied to the adapter, alongside the workspace below. Runtime instructions, authorized tools and skills also affect the system. Containerized runs withhold host-side references; local mode is not an isolation boundary.
Tomasz wants August's yield and scrap for each production line from the batch records. Save it as yield.xlsx with live formulas; his note in the folder says how he wants it worked out.
Workspace
- batch_records_2026-08.csv
- note_from_tomasz.txt
- product_specs.xlsx
Expected deliverables
- yield.xlsx
This task also has a task-specific grader (check.py).
Recorded acceptance checks
The table uses check names and outcomes from the frozen campaign ledger. Acceptance requires all required predicates to pass; a predicate may itself contain a tolerance or coverage threshold. Its scope is part of the measurement contract.
| Recorded check | Type | Required | Failed / observed |
|---|---|---|---|
| yield.xlsx exists | file_exists | yes | 0 / 6 |
| live formulas | xlsx_has_formulas | yes | 0 / 6 |
| no error cells | xlsx_no_errors | yes | 3 / 6 |
| Bar line good output kg (cases and pieces converted) | xlsx_value_present | yes | 3 / 6 |
| Bar line scrap kg (rework netted) | xlsx_value_present | yes | 3 / 6 |
| Granola line good output kg (bags converted) | xlsx_value_present | yes | 3 / 6 |
| Bites line scrap kg (grams converted, rework netted) | xlsx_value_present | yes | 3 / 6 |
| plant input kg (no rework or trial input) | xlsx_value_present | yes | 3 / 6 |
| yield per line | custom | yes | 3 / 6 |
Current task declaration (9 checks)
From task.yaml. Original runner grading and frozen retrospective scoring are separate. Read the frozen source for the rules behind the reported results.
- yield.xlsx exists —
file_exists, required - live formulas —
xlsx_has_formulas, required - no error cells —
xlsx_no_errors, required - Bar line good output kg (cases and pieces converted) —
xlsx_value_present, required - Bar line scrap kg (rework netted) —
xlsx_value_present, required - Granola line good output kg (bags converted) —
xlsx_value_present, required - Bites line scrap kg (grams converted, rework netted) —
xlsx_value_present, required - plant input kg (no rework or trial input) —
xlsx_value_present, required - yield per line —
custom, required
Recorded results, desk release
| System | Repetitions | Frozen / 3 | Original / 3 | Median minutes | Mean model estimate (USD) |
|---|---|---|---|---|---|
| Proto / DeepSeek V4.1 Flash | 3 | 3 | 7.0 | 0.0704 | |
| Codex / GPT-5.6 sol | 0 | 0 | 6.0 | 0.6744 |
These are repeated executions on the released fixture, not independent new business cases. Cost is captured model usage priced under the recorded assumptions, excluding infrastructure and human review. Per-attempt check verdicts, raw and frozen verdicts, usage, receipt and artifact hashes for this task are in results/latest/attempts.jsonl under "task": "production-yield".
Recorded results, desk comparison, 28 September 2026
| System | Repetitions | Frozen / 3 | Original / 3 | Median minutes |
|---|---|---|---|---|
| Proto / GPT-6 sol | 3 | 3 | 3.2 | |
| Codex / GPT-6 sol | 3 | 2 | 3.7 | |
| Proto / DeepSeek V4.1 Flash | 3 | 3 | 1.1 |
A separate campaign under the same frozen scorer, not pooled with the release. Conditions and data.