Notes / Fieldwork

Thinking in public,
without the theater.

Writing on technical leadership, useful AI, operating systems, and the craft behind difficult products.

Selected thinking

Working notes from Andrew Erie on technology leadership, practical AI, engineering systems, and the decisions behind durable products.

01

AI systems

AI agents need context, not hype

Why useful agents depend on cleaner context, clear workflows, permissions, and practical guardrails.

02

Technology leadership

What a fractional CTO actually does

A practical look at when a business needs senior technical judgment and what ownership should change.

03

Practical AI

AI for small businesses: a practical starter guide

How to choose a useful first case, understand the cost, keep it safe, and know when AI is the wrong tool.

04

Engineering

Building real-time voice communication with OpenAI

A technical implementation note on WebRTC, ephemeral keys, and secure low-latency voice applications.