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Leaders need scenario planning to survive
Scenario planning should not only help leaders survive shocks. It should help them imagine better futures with enough specificity to understand what might bring them about.
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When work changes before learning does
Why L&D must move upstream in AI-enabled work redesign.
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Learning used to cascade—now it must circulate
Long-held structural and procedural assumptions undergird how organizations promote and deepen learning that precedes its flow through organizations. What replaces the cascade isn’t a smarter platform. It’s a deliberate act of leadership; a set of adaptive mindsets that make circulation possible in the first place.
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Beyond basic metrics: Proving impact before business metrics move
Real evidence of learning impact shows up concretely in observable behaviors like workflow actions, decision-making and interpersonal engagements. These are early signals that begin to move before lagging business metrics do.
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Preparing leaders for work that doesn’t exist yet
Perhaps, more precisely, we must equip our leaders for continuous redesign.
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The line between helping employees learn and judging them
The answer isn’t to stop using the data or to walk away from AI-enabled learning—these tools genuinely help us personalize development and surface opportunities.
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The rise of AI shadow culture
Organizations are investing heavily in AI capabilities. Far fewer are investing in the culture that will determine whether those capabilities create value.



















