Essays

Responsible AI Is a Cross-Functional Process

Implementing responsible AI as a cross-functional process reduced bias incidents by 48% and shifted detection from 6 weeks post-deployment to 3 days pre-deployment.

Message Queue Selection Is a Personality Test for Your Architecture

Message queue selection for 13 organizations revealed that the choice between Kafka, RabbitMQ, SQS, and NATS exposes deeper assumptions about consistency, throughput, and operational philosophy.

Data Retention Policies Are Architecture Decisions

Automated data retention reduced cloud storage costs by $18,000 per month and eliminated 4.2TB of unjustified data. Retention policies are architecture decisions, not compliance paperwork.

The Demarcation Problem in Data Science: When Is It Science

Popper's demarcation criterion asks if claims are falsifiable. When 68% of data science models are never evaluated against predictions, the field faces the question: is this science or storytelling with numbers?

Bayesian Reasoning as Engineering Philosophy of Judgment

Bayesian reasoning is the discipline of holding beliefs as probabilities and updating as evidence arrives. Google teams using explicit probabilistic reasoning experienced 34% fewer costly reversals.

Quietism vs. engagement: Two philosophical responses to technological acceleration

The Automation of Judgment

Your Data Catalog Is Lying to You

An audit of 3 enterprise data catalogs found that 38% of table descriptions were inaccurate and 22% of documented columns no longer existed. Catalogs create false confidence.

Runbooks Are the Most Undervalued Documentation

Incidents with current runbooks resolved 62% faster, with median resolution of 23 minutes versus 61 minutes without. Runbooks matter most when cognition is most impaired.

Complexity Budgets: Treating System Complexity as a Finite Resource

Teams that allocated explicit complexity budgets reduced accidental complexity by 38% over 12 months, measured by glue code, integration adapters, and operational runbook length.