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Following up - I built a tool "wobble"[1] to measure this: parses ~/.claude/projects/*.jsonl session transcripts, extracts skill invocations + actual commands
by anupamchugh 8mo ago
Following up - I built a tool "wobble"[1] to measure this: parses ~/.claude/projects/*.jsonl session transcripts,
extracts skill invocations + actual commands executed, calculates Bias/Variance per the paper's formula.
Ran it on my sessions.
Result: none of skills scored STABLE. The structural predictors of high variance: Numbered steps without clear default, Options without (default) marker, Content >4k chars (overthinking zone), Missing constraint language
[1] https://github.com/anupamchugh/shadowbook https://github.com/anupamchugh/shadowbook (bd wobble)