Writing

Pure vector search frequently fails on exact keyword identifiers and domain jargon, while lexical BM25 misses semantic paraphrasing. This article breaks down the mathematical mechanics and implementation of Reciprocal Rank Fusion (RRF) for production RAG pipelines.

Giving language models unbounded code execution in analytical pipelines opens catastrophic security and hallucination vectors. This guide demonstrates how to architect deterministic, sandboxed agent tools using AST-level SQL inspection, DuckDB read-only boundaries, and Pydantic runtime schema contracts.

Traditional client-server databases introduce significant serialization overhead for analytical workloads. This deep-dive examines how DuckDB leverages columnar storage, Morsel-driven parallelism, and vectorized SIMD execution to process millions of rows directly in-process with sub-second response times.

The transition to React Server Components fundamentally altered how web applications manage state, bundle boundaries, and data fetching. This deep-dive examines Next.js 16 App Router mechanics, Partial Prerendering, RSC serialization contracts, and cache revalidation strategies.

Building a RAG pipeline is straightforward; systematically evaluating its faithfulness and hallucination rate is where most engineering teams struggle. This article details automated evaluation frameworks, grounded assertion metrics, and cost-effective offline testing with mocked embeddings.