The Journal

Essays

Long-form writing on AI, philosophy, psychology, and systems thinking.

  • · 4 min read ·AI Systems

    Building AI Systems That Fail Gracefully for Everyone

    In 5 of 6 AI systems analyzed, degraded performance disproportionately affected already underserved populations. Equitable failure is a design requirement, not an afterthought.

  • · 4 min read ·AI Systems

    AI Ethics Requires Diversity in Engineering Teams

    Diverse engineering teams caught 41% more ethical issues during design reviews than homogeneous teams. Diversity prevents more ethical failures than governance committees reviewing finished products.

  • · 4 min read ·AI Systems

    Ethics of AI in Healthcare Demands Systems Thinking

    Model-focused audits miss 58% of ethical risks in clinical AI. Healthcare AI ethics demands systems thinking across EHR integration, clinician workflow, consent infrastructure, and failure cascading.

  • · 4 min read ·Architecture

    State Management Is the Hardest Problem in Distributed Systems

    Across 31 distributed system failures investigated, 84% traced to state management decisions: split-brain conditions, stale caches, and concurrent update conflicts. State is where distributed systems break.

  • · 5 min read ·Process

    Systems Thinking as a Leadership Operating System

    Systems thinking practices reduced cross-departmental escalations by 61%. The shift was seeing feedback loops, not hierarchy.

  • · 4 min read ·AI Systems

    The Alignment Tax: What Responsible AI Actually Costs

    Responsible AI practices added an average of 23% to total system costs across 4 production deployments. The cost of irresponsible AI averaged 4.7 times higher.

  • · 4 min read ·Data

    Streaming Architectures for Teams That Do Not Need Real-Time

    Kafka cost $4,200 per month when 94% of consumers queried at hourly or daily granularity. A micro-batch alternative costing $800 per month delivered identical analytical outcomes.

  • · 3 min read ·AI Systems

    Data Privacy Is Infrastructure, Not Policy

    Replacing policy documents with 6 engineering controls reduced privacy violations by 91% across AI systems processing 2.4 million records monthly. Privacy must be built, not written.

  • · 4 min read ·AI Systems

    AI in Education Raises Questions We Are Not Equipped to Answer

    AI tutoring systems serve 120 million students, yet ethical questions about pedagogical authority, surveillance of minors, and cognitive formation remain unanswered by any framework.

  • · 4 min read ·Philosophy

    On Building Things That Last in a Culture of Disposability

    We live in a culture of disposability. The average system is deprecated within 7 years. Wabi-sabi and Stoic durability offer a counter-philosophy: build for endurance, not novelty.

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