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| """Step 3 — protocol-aware QC. Reads the expected-structure spec + raw FASTQ, runs a deterministic | |
| check toolbox, lets Claude rank + explain the findings, and (given ground-truth labels) scores itself. | |
| Hybrid design: checks are deterministic and testable; the LLM decides what matters and writes the | |
| evidence-chained diagnosis. Everything ties back to the spec, so a Nanopore spec would select | |
| different checks without any engine change. | |
| """ | |
| QC_VERSION = "0.1.0" | |