- Who it helps
- Researchers and teams exploring scheduling, allocation and planning assistants.
- Availability
- The October 16 paper and Apache-2.0 repository are public. The documented environment uses Python 3.12, Docker and Harbor; model API usage can add cost. Some large datasets are separate downloads.
From documents to a solution
Thirty-one tasks across ten industries begin with client materials. The environment supplies business questions and checks submitted solution files for feasibility and objective quality. A mathematically attractive answer can fail if it violates a requirement.
OR-License: operational research tasks from client materials ↗OR-License implementation and data requirements ↗
What the results establish
The tested models did not match the expert reference across the evaluation. The authors distinguish completing the delivery process from producing a feasible, high-quality solution. That distinction is useful when defining acceptance checks for a planning assistant.
OR-License: operational research tasks from client materials ↗
What you can do
- Read one task’s input materials, constraints and solution checker before interpreting aggregate scores. Open reference ↗
Where the evidence stops
The paper and repository were inspected. Tasks were not executed, and the reported results do not establish performance on your own business constraints.
Sources read. Sources read October 20, 2026. No installation, model inference or complete external workflow was executed.
Sources & further reading
Paper · paper
OR-License: operational research tasks from client materials ↗
Original evidence for the subject’s scope, availability and limits.
OR-License authors · page checked 2026-10-20 · Published 2026-10-16
GitHub · implementation
OR-License implementation and data requirements ↗
README describes task environments, Python 3.12, Docker, Harbor and separate large datasets. No benchmark was executed.
OR-License authors · page checked 2026-10-20
Coverage note: Primary evidence establishes the documented scope. Independent execution and complete YouTube, X and community coverage remain unavailable.
The record over time (1)
Dated source checks and published explanations. An observation date can differ from the original release date.
- · Added to Current
OR-License tests agents on operations research: choosing a workable allocation of resources while satisfying explicit constraints.