---
title: "Field Notes · Inner Atlas"
description: "Assorted writings on psychology, mental-wellness, and AI workflows."
url: "https://www.inneratlas.co.za/field-notes"
---

*Inner Atlas Writing*

# Field Notes

Assorted writings on psychology, mental-wellness, and practical AI work.

## Building AI Systems

A practical structure for reliable AI behavior, lower drift, and controlled cost.

How Inner Atlas evolved its AI architecture: deterministic vs non-deterministic layers, retrieval and reranking discipline, assumption lifecycle, scoped multi-pass workflows, and human feedback loops that keep outputs aligned without token bloat.

2026-04-25 · Matthew Ryan · [Read](https://www.inneratlas.co.za/field-notes/building-ai-systems)

## Working With AI

Shaping intention, context, verification, and handoff into reliable workflows.

A practical guide to using AI, as valid for beginners as for experienced developers. Insight into the mental models and workflows that lead to reliable results, and common failure modes to avoid.

2026-04-21 · Matthew Ryan · [Read](https://www.inneratlas.co.za/field-notes/working-with-ai)