Contribution Standard

Small repo does not mean small standards.

Code

• Rust APIs must expose typed errors, not panics.
• Production Rust must avoid unwrap() unless the invariant is local and obvious.
• Unsafe code needs a Safety section and a test that exercises the boundary.
• Optional dependencies must stay optional.
• Public Python APIs must accept NumPy arrays and return graph-ready structures.

Docs

Every concept page needs:

• formula;
• plain-English explanation;
• generated graph;
• ML use case;
• failure mode.

Benchmarks

Every speed claim needs:

• raw artifact;
• baseline list;
• hardware/software environment;
• correctness metric;
• seed or determinism note.

Commits

Do not spam commits. Group related work into coherent commits that can be reviewed alone.