{"data":{"kind":"file","path":"README.md","version_id":"qgxgkzffeq972b8sl6c37dv6","entry":{"name":"README.md","path":"README.md","is_directory":false,"size":1983,"modified_at":"2026-11-06T08:34:57.973000","content_hash":"3c8c7be5cfba726763d7fdceca828a718642839dcbbf7948e112a965445a4aa9"},"entries":[],"content":"# Finance-Ops Spreadsheet Agent Training Environment (free sample)\n\nBy Keeno Corp. A training environment, not a frontier eval. Synthetic data.\n\nThe agent gets an xlsx workbook and a plain-English analyst request and must add correct result sheets. AR aging, bank\nrec, commissions, budget variance, dedup, FX conversion, inventory reorder, payroll overtime, revenue recognition, cash\napplication, month-end AR close, close-by-precedent (last month's finished close is the only spec, so the agent must\ninfer the policies, over one month or a whole quarter), group consolidation, lease accounting, and a group close built from 700+ raw GL journal lines with\nitem-by-item intercompany reconciliation, in clean and messy ERP-export variants. Harbor format, binary reward with\nper-check breakdown, reference 1, no-op 0.\n\nThis is a free sample of 19 tasks, one per family. The full training environment (248 tasks + seeded generator +\ngrader) is $700 non-exclusive.\n\n## Use it\n\n```sh\nprime env install jessicayjung/keeno-spreadsheet-env\nuv run vf-run keeno-spreadsheet-env -m <model> -n 19 -r 1           # rollouts with the default agent\nuv run vf-validate keeno-spreadsheet-env --runtime.type docker        # reference solution scores 1, untouched workspace 0\n```\n\nEach task is a Harbor task directory (instruction, environment, reference solution, tests) shipped inside the package.\nTasks run on `python:3.12-slim`; setup installs what each task's Dockerfile installs (LibreOffice Calc, openpyxl, pandas) and stages its inputs into\n`/workspace`. The reward is the task's own `tests/test.sh` result: 1 when every check passes, else 0, with a per-check\nbreakdown in `/logs/verifier/grade.json`. Checked here with `vf-validate`: every task's reference solution scores 1 and\nits untouched workspace scores 0.\n\n## License\n\nThis free sample is CC-BY-NC-4.0. The full training environment (all tasks, seeded generator and grader) is sold\nseparately under contract. Contact: founders@keeno.dev\n","encoding":"utf-8","truncated":false,"total_bytes":1983},"status":null}