Reasoning fidelity is the real metric, not token count. Quality degrades at ~60-70% fill, not at the limit.
Monitor context usage. Compact or hand off proactively at ~60% capacity — not 80%, not at limit. Use native /context command to check usage. This skill is for methodology.
Any one of these → compact or hand off NOW, even if /context shows <60% fill.