How to Calculate Kanban WIP Limits in the AI Age
Actual starting numbers for active work and queues, including solo and multiplayer spec-driven development, collaboration-pod topology, flow buffers, replenishment cadence, and historical WIP.
Tag: AI-native
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· FlowOutcome Framing Coach: Shifting Teams from Output to Outcome
A new open-source AI agent skill to help teams rewrite their work items from output/activity language to outcome-oriented language using a simple taxonomy.
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Where Does Your Portfolio Actually Sit on the Path From Project to Product?
A follow-up AI coaching prompt for anyone who sat through my "Product Orientation Through LPM" talk — pressure-test one real initiative, find the real gap, and get one experiment to run in the next few weeks.
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· FlowWhy Focus on Flow Metrics? The Problems They Help You See
Flow metrics are not useful because metrics are good. They are useful when important work is slow, blockers show up late, forecasts are fragile, and leaders need a better way to decide what to start, stop, finish, or fix.
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Breaking the SAFe: an honest guide to reclaiming Professional Scrum in a scaled world
Season 1 of Breaking the SAFe: where SAFe helps, where it goes sideways, and how practitioners can use Scrum first principles to course-correct before the framework becomes theater.