The Journal
Essays
Long-form writing on AI, philosophy, psychology, and systems thinking.
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Goodhart’s Law in Your Dashboard: When Metrics Fail
When a metric becomes a target, it ceases to be a good metric. Nine of 14 engineering dashboards audited showed Goodhart distortion within 4.3 months.
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Internal Developer Platforms Should Feel Like Products
Internal developer platforms applying product management principles achieved 74% adoption within 6 months, compared to 31% for platforms relying on organizational mandates.
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The Ethics of AI Consulting: Selling Responsibility
Reviewing 23 AI ethics consulting engagements found 61% delivered unused documentation averaging $185,000 per engagement. Selling responsibility requires operational change.
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Container Orchestration and Infinite Abstraction
Every abstraction layer adds power and hides complexity. The architect's job is knowing where each one leaks, because abstraction leaks cause the worst outages.
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Synthetic Data Ethics: When Fake Data Creates Real Bias
Four of 5 synthetic data pipelines reproduced or amplified original biases. In one case, synthetic data introduced a novel discriminatory correlation. Fake data creates real bias.
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The Rise of the Vertical AI Stack
Vertically integrated AI applications shipped features 2.8 times faster than horizontally decomposed systems. The vertical AI stack represents a return to integration that microservices proponents should study.
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Privacy-Preserving AI Is a Competitive Advantage
Implementing federated learning and differential privacy cost 18% more but became the selling point in enterprise deals worth $2.1M combined. Privacy is a competitive advantage.
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Ethics of AI in Hiring: Algorithms That Gate Opportunity
Four AI hiring systems embedded discriminatory patterns through architectural choices affecting 2.3 million applicants annually. The discrimination was not intentional. It was architectural.
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Onboarding as Knowledge Architecture
Redesigning onboarding as a knowledge architecture problem reduced new hire time-to-productivity from 14 weeks to 8 weeks and 6-month attrition from 22% to 9%.
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API Gateway Design as Organizational Boundary Enforcement
API gateways designed to enforce organizational boundaries reduced unauthorized cross-team data access by 91% and inter-team API disputes by 64% across 5 organizations.