Webinar: Context Engineering with Hybrid Search & AI Features in Apache Doris 4.0(https://doris.apache.org/) 👉 RSVP: https://lnkd.in/gvczv4zi Apache Doris 4.0 brings the next level in context engineering: New hybrid search capability delivers high-accuracy retrieval without the usual cost trade-offs. Join our webinar to see how: 1️⃣ LLMs don’t magically “know” your data. They need context (documents, events, metadata, and other info) to answer correctly. 2️⃣ But with large datasets in billions of vectors, getting the right context becomes the hardest part of building accurate, affordable AI applications. 3️⃣ That's where hybrid search in Apache Doris 4.0 comes in: It combines vector search + full-text search (BM25 + inverted index) + structured analytics in one SQL engine, helping users reach accuracy in a unified architecture and at a lower cost.