Part 3 · CogniVault Architecture: Why We Keep Ollama Out of Docker
Containerizing an entire AI pipeline sounds great until the GPU gets involved. Here is how CogniVault safely bridges Docker containers with native host execution.
Part 2 · CogniVault Architecture: Durable Ingestion with DBOS
Python scripts crash. When embedding gigabytes of PDFs, you need a factory ledger. How CogniVault uses DBOS and PostgreSQL for crash-resumable workflows.
Part 1 · CogniVault Architecture: Why Standard RAG Isn't Enough (Hybrid Search)
Standard vector search fails on exact keywords. Here is how CogniVault uses Hybrid Search and an agent loop to actually find what you are looking for.