Represent the engineering behind a working solution.
Coding tasks need the issue, repository context, and expected behavior after a change. Code, tests, and debugging evidence let reviewers check whether the solution addresses the reported problem.
We create training and evaluation examples around the languages and engineering work your model needs to handle. Experts review the patch, relevant edge cases, and evidence from tests.
Connect the task to its engineering context
Preserve the issue description, relevant source, and setup assumptions. Review why the patch solves the problem and whether it changes other behavior.
- Include the relevant repository or code context.
- Document expected behavior and constraints.
- Keep task inputs, changes, and review evidence connected.
Review tests and reasoning together
Check that tests exercise the issue and important boundaries. Debugging traces should retain the observations that led to the fix.
- Assess whether tests target the actual requirement.
- Capture edge cases and failure analysis.
- Separate training material from coding evaluations.
What a program can include
Scope can include:
- Expert-authored coding tasks and solutions
- Relevant tests and execution evidence where scoped
- Debugging traces and review notes
- Quality criteria for correctness and maintainability
Illustrative task / Not a production record
Make the objective concrete.
- Objective
- Fix a parser that fails on an empty optional field.
- Context
- The issue, relevant source files, sample inputs, and expected behavior.
- Review
- Check the patch against the reported failure, boundary cases, and the existing interface contract.
Common questions
Can data focus on debugging rather than new code?
Yes. Debugging traces are part of the existing offering. Define the types of failures, available context, and evidence expected from a successful correction.
Which languages and environments are available?
Discuss the required languages, repositories, dependencies, and review expertise with the team. Coverage and execution requirements are confirmed during scoping.