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Inner Atlas Writing

Field Notes

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

Field Note

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.

Date
25 April 2026
Author
Matthew Ryan

Field Note

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.

Date
21 April 2026
Author
Matthew Ryan
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