---
title: "Enterprise AI Translation Map"
status: "stable"
source_status: "generated-needs-review"
last_reviewed_utc: "2026-06-05T00:00:00Z"
mapped_uai_memory: ".uai/ai-prompt-architecture.uai"
---

# Enterprise AI Translation Map

## Purpose

Translate dense AI research language into practical enterprise portfolio language.

| Dense term | Practical portfolio phrase | Business value | Reviewer guardrail |
|---|---|---|---|
| cognitive packet | reviewed AI memory or handoff unit | reduces hallucinated context carryover | reviewed workflow support |
| memory firewall | source and review boundary | prevents unreviewed AI output from becoming public content | documents review boundaries |
| local endpoint | local metadata validation without secret exposure | gives agents a safe description of tools without execution authority | local metadata validation only |
| philosophical fulcrum | research governance layer | organizes reviewer context and long-running AI research | research governance reference |

## Safe claims

- Use practical language on recruiter and hiring-manager pages.
- Keep dense research terminology in docs and research surfaces.
- Preserve human-review boundaries when summarizing AI work.

## Related site pages

- `/ai-prompt-architecture/`
- `/docs/ai-prompt-architecture.md`