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Writing

The Journal

Notes on architecture, AI systems, philosophy, and the process of building complex things.

Philosophy

On Finite Tokens and Infinite Tasks

Working under a hard token budget teaches something that soft constraints never do: intention is not a metaphor. It is an actual, depletable, allocatable resource…

Philosophy

Doing Academic Philosophy in the Age of AI

The philosopher's crisis in the age of AI is not that machines can write — it's that writing was never the point. When the cost…

Philosophy

The Case for Boring Automation

The most impactful projects in my portfolio aren't the flashiest. They're the ones that replaced a manual process with a CLI command.

Data

Building a Data Intelligence Pipeline from SEC Filings

How I turned 36,791 SEC filings into a validated enterprise prospect database — and what the 58% false positive rate taught me about data quality.

AI Systems

Why Agent Reliability Beats Agent Intelligence

After building NightShiftCrew, the lesson is clear: predictable outputs beat impressive but inconsistent ones every time.

Data

Building Event-Driven Data Pipelines

A practical guide to designing event-driven architectures that actually work in production.

Philosophy

The Case for Boring Technology

Innovation is expensive. Sometimes the most advanced architectural choice is the most boring one.

AI Systems

Multi-Agent Systems: Lessons from Production

What I learned running autonomous AI crews in production for six months.

Architecture

On Architecture as a Design Discipline

Why treating system design as a creative practice — from KalmSkills to the Program Viability Engine — produces better infrastructure and clearer thinking.