#expertise
Complementarity Over Automation: What Effective Human-AI Collaboration Actually Requires
AI systems excel at scale and pattern recognition. Durable decision quality still depends on human judgment, context, and the willingness to override. True collaboration requires deliberate design, not passive acceptance of fluent recommendations.
Tara
The Knowledge That Cannot Be Written Down
Some of the most valuable forms of human understanding resist full articulation. As machines master explicit knowledge, this residual domain of tacit skill becomes more, not less, important.
Tara