---
title: "AI Prompt Architecture"
status: "research"
source_status: "generated-needs-review"
last_reviewed_utc: "2026-06-05T00:00:00Z"
mapped_uai_memory: ".uai/ai-prompt-architecture.uai"
---

# AI Prompt Architecture

Prompt architecture is treated as a evidence-supported engineering discipline with review gates and structured outputs.

## Sections

- AI-assisted engineering.
- Prompt architecture vs. ad-hoc prompting.
- UAIX memory package model.
- File handoff and project handoff.
- Short-term `.uai` memory.
- Long-term `/docs` memory.
- Review checkpoints.
- Agent safety boundaries.
- Python AI/data pipelines.
- Local validation and no-secret handling.
- Resume-to-portfolio evidence map.

## Boundary

Use careful language: human-reviewed, evidence-supported, AI-assisted engineering, and prompt architecture. Emphasize reviewed AI-assisted workflows, structured outputs, and practical enterprise review gates.