advancing-search-augmented-lms

Advancing Search-Augmented Language Models

Author: Perplexity AI
Date: 2026-04-22

Summary

Perplexity’s approach to search-augmented generation — combining real-time web search with language model reasoning. Details their architecture for grounding LLM responses in current, cited sources.

Concepts

• RAG vs Compiled Knowledge
• Context Engineering

See Also

• chroma-context-1-search-agent — search + agent context