Essays·5 selected·caskeycoding.com

Selected writing

Selected essays on spec-driven systems, safety guardrails, and AI reliability, plus the low-latency C++ and open-source AI work behind them. The full archive lives at Caskey Engineering.

July 9, 2026

Fifteen Million Was the Easy Part

A clean C++ options pricer, tuned from 15 to 215 million prices a second. Most of my speedup assumptions died one measurement at a time.

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June 27, 2026

Ballast: An LLM App Whose Best Feature Is Saying 'I Don't Know'

A RAG system whose most important feature is refusing to answer. How trust got built into the architecture instead of the prompt.

Caskey Engineering

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May 19, 2026

Building an AI Finance App

An honest account of what worked, what did not, and why the hard part is rarely the AI.

Caskey Engineering

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April 10, 2026

Designing Safety Guardrails for Distributed Workflow Orchestration

What I've learned building validation engines for infrastructure where an incorrect “yes” is a production incident.

Caskey Engineering

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June 20, 2025

Spec-Driven Development and the Folder Architecture That Makes It Work

How I structure projects so AI agents and humans can both find their way around. This is the methodology behind everything else.

Caskey Engineering

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