PostgreSQL as an AI Data Platform

Acknowledgement: Shared by Peter Bamuhigire, techguypeter.com, +256 784 464178.

Use When

• PostgreSQL as an AI data platform, sourced from "Building a Data and AI Platform with PostgreSQL" (2025). Covers pgvector for embeddings storage and ANN search (IVFFlat/HNSW), Retrieval-Augmented Generation (RAG) pipeline design, AI application design patterns (schema-aware LLM, NL2SQL guardrails, chunking strategies), 16 critical AI build fault lines, pgai extension, and sovereign data platform principles. Companion to ai-rag-patterns, postgresql-fundamentals, and postgresql-advanced-sql.
• The task needs reusable judgment, domain constraints, or a proven workflow rather than ad hoc advice.

Do Not Use When

• The task is unrelated to postgresql-ai-platform or would be better handled by a more specific companion skill.
• The request only needs a trivial answer and none of this skill's constraints or references materially help.

Required Inputs

• Gather relevant project context, constraints, and the concrete problem to solve.
• Confirm the desired deliverable: design, code, review, migration plan, audit, or documentation.