CURATED THINKING FOR LEADERS NAVIGATING CHANGE
Access isn't the finish line—it's the foundation. As AI eliminates entry-level roles, workforce development must evolve from digital literacy to verified AI-readiness. Here's the continuum that bridges the gap.
Neutral technology doesn't exist. When algorithms are trained on inequality, they don't fix disparities, they encode them. Why tech-for-good initiatives fail without intentional system design—and what changes.
Thoughts on strategy, leadership, and navigating change — sent occasionally, when there's something worth sharing.
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