Essays

Existential responsibility in the age of automation—if the machine can do it, should you still?

Phenomenology of the Prompt: Talking to a Machine

When you write a prompt, you translate intention into language shaped by your model of machine processing. Phenomenology reveals this is not conversation but a new form of cognitive labor.

The Dashboard Paradox: More Dashboards, Less Understanding

The median company maintains 340 dashboards but only 38 are viewed weekly. Dashboard proliferation creates the illusion of data-driven culture while fragmenting attention.

The Junior Data Engineer Pipeline Is Broken

AI automation reduced entry-level data engineering postings by 34% since 2024. The traditional training pipeline for developing craft judgment is collapsing.

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.

Human-in-the-Loop as Architecture Pattern

Human-in-the-loop as deliberate architecture reduced critical errors 89% while maintaining 74% throughput. Four production patterns for integrating human judgment.

The AI Ethics Officer Role Is a Systems Design Problem

AI ethics officers fail when positioned as compliance gatekeepers. The role succeeds when restructured as a cross-functional architecture position embedded in engineering.

Epistemic Injustice in Technical Interviews

Epistemic injustice occurs when knowledge is discounted or unrecognizable due to prejudice or narrow frameworks. Technical interviews are structured sites of both testimonial and hermeneutical injustice.

The compounding knowledge thesis: Why building in public creates exponential returns

Dichotomy of Control in Production Systems

Epictetus divided all things into controllable and uncontrollable. Applied to production systems, this boundary is where engineering wisdom lives.