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Engineering Atlas / Domains / AI & Data Science
DOMAIN // AI

AI & Data Science

Python, analytics, LLM engineering and future data science notes.

STUDY4 connected entries
PRODUCTION0
PROJECT0
LAB0
STUDY4
Knowledge surface

What currently lives in this domain.

Depth grows from real work. Empty space is intentional; Study should never pretend to be Production.

snippet

2 entries

snippetstudy
LLM Assistance — Constrain Output to a Schema

Use explicit schemas and validation when AI assists with repeatable engineering work.

snippetstudy
LLM Review — Bounded Context + Provenance Prompt

Constrain an AI review to supplied context and require explicit separation between documented facts, observations and inference.

pattern

1 entries

patternstudy
AI Output With Provenance Boundaries

Make AI-assisted technical work label what came from source material, observation, inference and missing context.

recipe

1 entries

recipestudy
Bounded AI-Assisted Engineering Review

Use a deliberately constrained context pack so AI assistance can accelerate review without silently inventing platform facts.