Essays

The attention ecology: Understanding focus as a limited resource in a networked environment

The Ethics of AI-Generated Content at Scale

AI systems generate an estimated 15% of all web content daily. When content production outpaces human evaluation, the epistemic environment degrades for everyone.

Kierkegaard’s Anxiety and the Production Deployment

Kierkegaard defined anxiety as the dizziness of freedom. Deployment anxiety is not fear of failure but the confrontation with genuine possibility. 72% of engineers report elevated stress during production deploys.

MCP in Production: Model Context Protocol Year One

MCP reached 97 million monthly SDK downloads in 8 months. Production deployment reveals 3 critical security gaps the USB-C analogy obscures.

The motivation paradox: Why having more tools makes it harder to start

AI Ethics in Content Moderation: The Impossible Standard

AI content moderation achieves 92-96% accuracy for clear violations but drops to 54-68% for content requiring cultural context or nuanced judgment. The gap defines an impossible standard.

Vanity Metrics and the Theater of Data-Driven Decision Making

Only 4 of 15 self-identified data-driven organizations demonstrated a decision changed by data last quarter. The rest perform data-drivenness without practicing it.

The Productivity Placebo: METR’s AI Coding Study

METR's randomized trial found AI tools made experienced developers 19% slower while they believed they were 24% faster. The perception gap demands investigation.

The Art of the Escalation: When and How to Ask for Help

Delayed escalations cost an average of 4.2 additional engineering days per incident. The median delay between knowing help was needed and asking for it was 2.3 days.

The paradox of AI-assisted creativity—can tools that compress knowledge also expand imagination?