midman-bench
What it does: criterion benchmarks for the crates above, with a plain reference implementation beside every kernel so a result means something.
Example: open the benchmarks page for the latest run.
Status: current. Open findings: RMSNorm, broadcast add, softmax and the AdamW step are slower than their plain-loop references.