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sk Skill · X-isdoingreat

canvas-humanizer-loop

Nested-loop wrapper around canvas-humanizer that runs the round-trip humanizer, audits its output for meaning/structure/rubric damage via 3 parallel sub-agents with majority vote, dispatches per-segment 1-in-1-out rewrites for damaged segments, then re-humanizes (with already-converged segments locked) — up to max_iter=3 with 3 layered convergence guards (MUST_FIX==0, per-segment verdict monotonicity,…

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X-isdoingreat/canvas-pilot
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Bash, Read, Write, Edit, Grep, Agent, Skill
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Python