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descriptron-core

Evidence-tiered species descriptions, keys and audits from phenomic matrices.

Pure pip: no torch, no CUDA, no compiler. Installs in about a minute on Linux, macOS and Windows. With the deposited COCO files it reproduces every analysis in the methods paper without a model of any kind — the audit, key, matrix, novelty scoring and delimitation are all deterministic.

pip install descriptron-core
descriptron --list                 # the 62 programs in this package
descriptron biorag_key_builder_v1 --help
biorag-audit --help

Writing treatments is the only step that calls a language model:

pip install "descriptron-core[llm]"

For mask prediction, landmark transfer and scale-bar reading, add descriptron-vision; for the annotation GUI, descriptron-gui.

The programs are shipped as data and executed with runpy, exactly as they run from a shell, so packaging cannot quietly change what they do.

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