The Journal
Essays
Long-form writing on AI, philosophy, psychology, and systems thinking.
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Context Engineering Is the New Systems Design
Context engineering treats what information reaches an LLM as an architecture problem. It reduced hallucination rates 41% across 3 enterprise deployments.
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The Ethics of Outsourcing Judgment to Machines
Delegating judgment to algorithmic systems transfers decision-making from morally accountable agents to probabilistic systems that bear no responsibility. The ethics of outsourcing judgment is an operational reality every systems builder confronts.
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The Decaying Half-Life of Synthetic Code
AI-generated code has a measured functional half-life of 4.7 months, decaying approximately twice as fast as human-written equivalents. Generated code lacks the contextual understanding that enables adaptive maintenance.
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Why Automation Amplifies Process Failures
Automation does not fix broken processes; it accelerates them. After mapping a 9,000-step workflow, 2,100 steps existed solely to correct errors from earlier steps. Automating would encode those errors at machine speed.
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Signal Extraction in an Age of Information Obesity
The abundance of available information has not produced better decisions. Organizations drowning in data are not those with too little information but those without a framework for deciding what information matters.
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Fault Tolerance as an Organizational Principle
Fault tolerance is an organizational principle: the capacity to continue functioning when individual components fail. Organizations most vulnerable to disruption concentrate critical knowledge in single individuals rather than distributing it.
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The Invisible Tax of Context Switching
Context switching costs 23 minutes of recovery per interruption, yet organizations design workflows requiring 40+ daily transitions. The invisible tax is not the switch itself but the cumulative degradation of judgment across every transition.
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Goodhart’s Law and the Weaponization of KPIs
Goodhart's Law states that when a measure becomes a target, it ceases to be a good measure. After managing 30+ metrics across 1,000+ programs, the metrics with highest organizational visibility were consistently least representative of actual health.
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Conway’s Law as Applied Psychology
Conway's Law states that systems mirror organizational communication structures. In practice, this mirroring operates as applied psychology: technical architecture reveals trust patterns, power hierarchies, and unresolved conflicts of the building team.
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Hallucination Is Not a Bug
Language model hallucination is treated as a defect, but it is a fundamental property of probabilistic text generation. Models will always produce confident, occasionally fictional outputs because the mechanism enabling utility is the same one producing errors.