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Contributors must be daily users of the Claude Code CLI and have at least two years of professional software engineering experience. They should demonstrate practical expertise across common programming stacks, repository navigation, debugging, feature development, refactoring, testing, terminal workflows, and authentic human-agent interaction. Contributors must be able to preserve complete session context and provide reliable validation evidence.
The project collects authentic supervised fine-tuning trajectory data from real software development sessions. Contributors will submit verified JSON or JSONL execution traces across simple, medium, and complex tasks, together with the exact starting repository commit, root-level project guidelines, terminal and tool outputs, intermediate reasoning, and proof such as passing tests and a clean git diff. Initial delivery expectations include a first batch of 20–50 traces, weekly throughput by complexity tier, pricing per verified trace, and sample logs when available.