groundwork
Groundwork for AI research agents: the complete pipeline from a direction to a submission — with the one stage every other toolkit is missing, a gate that returns NO-GO. Four measurements before the first experiment, a pre-registration git can date, an archive of ten ways a direction dies. Claude Code / Codex / DeepSeek / Kimi. No dependencies.
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Per-day rates divide a measured star count by the days it covers: the interval between two snapshots for Rising fastest, the age of the repository for New and fast. They are not fixed 24-hour changes, and stars show interest, not quality.