
Converting Ordinal Context Switching Friction into Cardinal Sprint Capacity Forecasts
Context switching friction is an ordinal cognitive cost that converts to cardinal sprint forecasts through calibrated recovery latency bands.

Context switching friction is an ordinal cognitive cost that converts to cardinal sprint forecasts through calibrated recovery latency bands.

Fixed contract margin protection succeeds through phase gating and contract boundary limits rather than minute-by-minute worker time tracking overhead.

Uncapped client access friction resolves when contractual agreements translate qualitative availability expectations into explicit latency bands and billable capacity ceilings.
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