12 related articles

A systematic guide to standardized datasets for RAG retrieval experiments, covering BEIR, MS MARCO, Natural Questions, and TREC benchmarks for dense, sparse, and hybrid retrieval evaluation.

Deep dive into Open Archiver v0.5.2: advanced search, index rebuilding, PST/Mbox import fixes, and more features for self-hosted email archiving and compliance.

Deep dive into Open Archiver v0.5.2: advanced search, index rebuilding, PST/Mbox import fixes, and more for self-hosted enterprise email archiving.

How to achieve millisecond-level code search in massive repositories with hundreds of thousands of files? A hands-on look at building a code search plugin with Cursor + Codex, powered by Lucene inverted indexing and BM25 ranking.

How to achieve millisecond-level code search in a repo with hundreds of thousands of files? Building a search plugin with Cursor + Codex, powered by Lucene inverted indexing and BM25 ranking.

Can small local models (1.5B–3B) become software domain experts? This article breaks down CPT, SFT, RAG, and Agent architectures, with a layered RAG-centric design for CPU-only local deployment.

Deep dive into Firestore Enterprise Edition's new query engine covering full-text search, subquery Joins, and pipeline operations with practical recipe app examples.
Firestore Enterprise Text Search: A Gu…
Learn how Firestore Enterprise's native text search works with React Hooks to build real-time search — covering debounce, state management, and more.

Google launches Firestore Enterprise with native full-text search, JOIN subqueries, and pipeline operations, eliminating the need for third-party services like Algolia.
Deep DivesDeep analysis of why vector search fails at exact keyword matching, with a breakdown of enterprise hybrid retrieval architecture for RAG: keyword search as safety net, vector search for UX, RRF fusion, and query routing.
TutorialsStep-by-step RAGFlow deployment guide: Docker setup, DeepSeek model integration, knowledge base creation, document parsing, chat assistants, and Agent workflow orchestration with website embedding and API usage.
Product ReviewsDeep analysis of AgentChat, an open-source AI agent platform integrating MCP protocol, RAG retrieval-augmented generation, LangChain framework, and Function Call for multi-Agent collaboration and custom workflows.