RAG IS DEAD: THE RISE OF CONTEXT DENSITY
Vector search is a bottleneck. I moved to Context-Augmented Generation (CAG). Large windows + Prompt Caching = Superior Reasoning.
RAG IS A HACK. Chunking destroys meaning. I moved to Context Density. Large windows + Prompt Caching = Superior Reasoning.
WHY CONTEXT DENSITY?
- STOP CHUNKING: Feed entire vaults into the context. No fragments. No loss of structural meaning.
- GLOBAL REASONING: Ask complex timeline questions. RAG finds snippets; CAG sees the whole story.
- PROMPT CACHING: Instant queries. 90% cheaper. Performance is a feature, not an afterthought.
THE STACK: OBSIDIAN AGENTIC RAG
- CACHE: Upload vault state once. Let the model ‘know’ your world.
- NAVIGATE: Agents walk the graph, following links, not just keyword matches.
- SYNTHESIZE: High-density reasoning over full context.
THE SHIFT
Vector DBs are overhead. Context windows are the new RAM. Navigate, don’t just search.
Semantic Connections