Tagged: Rag

Most AI projects pick the shape first and justify it later. Describe your situation in a few sentences and see which shape actually fits: automation, search, an AI-assisted workflow, a copilot, or agents. Runs in your browser.

Turn your task manager into agent memory: an adapter-not-migration CLI and MCP server with hybrid RRF retrieval over TickTick or an Obsidian vault.

Pinecone vs RunPod for vector search: managed serverless against self-hosted Qdrant on rented GPU. Break-even math, latency, and the hybrid most teams ship.

Pinecone vs RunPod are not competitors: one is a vector database, one is GPU compute. What to actually compare, with break-even cost math.

Qdrant vs Pinecone vs Weaviate compared on filtering, hybrid search, quantization, and cost. Opinionated verdict for self-hosted and managed RAG. Download the free AI Automation Checklist.

End-to-end RAG pipeline tutorial. Qdrant + Claude Sonnet 4.6 + local embeddings. Real code for chunking, retrieval, augmentation, and citation-grounded answers. Download the free AI Automation Checklist.