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,…
Open on skills.sh ↗read 2026-09-15
- installs 8w
- 0
- 30-day movement
- starts with the next reading
- Related entries
- 1
- Connections
- 7
pythonjsonPython
- Host repository
- X-isdoingreat/canvas-pilot
- Allowed tools
- Bash, Read, Write, Edit, Grep, Agent, Skill
- Host stars
- 123
- Host language
- Python