refactor(evalkit): adopt the reference vocabulary and add axial coding #265
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coilyco-flight-deck/agent-compose!265
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Terminology now follows the six references wherever they have a word for
something, so a reader arriving from any of them recognises the shape.
From Inspect: sample, dataset, and target, where target is defined as
"the ideal answer or grading guidance" and matches the old
expectedexactly. From CheckList: test type, its column axis, replacing
kind.From Phoenix and Hamel: annotation, label, and critique, replacing grade,
verdict, and note. evalkit.board becomes evalkit.matrix, since what it
derives is CheckList's capability-by-test-type matrix, and that frees
datasetfor the filtered artifact. evalkit.grade becomesevalkit.annotate.
The role-fit
targetfield becameagainst, because Inspect'stargetclaimed the name. It holds "within" or the adjacent role whose work may
be absorbed.
Three practices adopted alongside the words:
Axial coding. Both practitioner references describe error analysis as
open coding, then axial coding, then a taxonomy, and only the first
existed here. evalkit.taxonomy groups deductions by structural axis and
shared critique terms, then ranks by frequency, so the output is a list
of failure modes rather than a score. Undecided counts as a deduction, so
a cluster surfaces bad samples rather than bad roles.
Evidence anchoring. A deduction now records a verbatim span from the
output, verified against it before acceptance, which is RULERS' rule for
making a judgment auditable rather than impressionistic.
Configured label sets. The keystroke-to-label map moves out of the
annotate loop into schema.LABEL_SETS, following Phoenix's treatment of an
annotation rubric as data.
TestType trips pytest's class collection, so python_classes is emptied
rather than surrendering CheckList's word.
Refs #262.
Co-Authored-By: Claude Opus 5 (1M context) noreply@anthropic.com
Co-authored-by: Kai Siren coilysiren@gmail.com
Co-authored-by: Claude noreply@anthropic.com