RootRecord: A Practitioner's Map of the Ecosystem RootRecord builds multi-device software for people who want serious tools without unnecessary lock-in: mobile apps for weather and hazards, a full business office in your pocket, a central account hub, and browser-based Solana utilities for token creation and on-chain operations. A single RootRecord account ties licensing, cloud sync where applic
Fixed-length chunking requires no external services, yet semantic chunking absolutely needs an Embedding API — why? The core idea of semantic chunking is to split text at semantic boundaries. Determining whether "two pieces of text belong to the same topic" requires converting text into vectors and computing similarity — that's exactly what the Embedding API does. Dimension Fixed-Length / Recur
Why Does Switching Embedding Models Make Such a Huge Difference? In the first four articles, we built the RAG pipeline, tuned parameters, and mastered chunking strategies. But there's one question we haven't dived into: After your documents are chunked, how do they become vectors? This process is called Embedding. It transforms human-readable text into machine-computable vectors. The choice of E