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Hybrid Search Architecture: Combining BM25 Keyword Search with Dense Vector Embeddings

Introduction & Industry Context In the early wave of generative AI and Retrieval-Augmented Generation (RAG) deployments, engineering teams gravi…

vectorsearchbm25hybridsearchrrf
Dev.to Oct 11, 2026, 05:23 UTC
EN

I Tested Amazon S3 Vectors' New Pre-Filtering Against Exact Ground Truth

A filtered vector query that asks for 10 results can come back with 2, and nothing errors. AWS's own launch post shows exactly that on a CLASSIC ind…

awsvectorsearchragmachinelearning
Dev.to Oct 6, 2026, 17:23 UTC
EN

DynamoDB Now Does Vector Search

Originally published on Build With AWS . Subscribe for weekly AWS builds. On August 5, 2026, AWS made vector search generally available in Amazon Dy…

awsdynamodbvectorsearchserverless
Dev.to Aug 18, 2026, 16:57 UTC
EN

Vector Search Lands in DynamoDB Natively — Issue #89

This week shipped one of the more consequential infrastructure changes in a while: DynamoDB absorbed vector search, collapsing a common two-database…

aidevtoolsprogrammingvectorsearch
Dev.to Aug 18, 2026, 09:17 UTC
EN

Bringing an External CRM's Chats into Firestore for AI Search: Vector Search, Webhooks, and a Stubborn Bundling Error

A client wanted their management panel's AI assistant to answer questions like "what did this contact write me" or "who replied about a certain topi…

firestorevectorsearchnetlifyai
Dev.to Aug 3, 2026, 12:00 UTC
EN

Silent Drift: Why Re-Embedding Only on Count Changes Rots Your Semantic Index

My index reported 354 points. The collection had 451. Both numbers were "correct," and that gap is the whole problem. Here's the setup. I have a wik…

aiagentsragembeddingsvectorsearch
Dev.to Jul 29, 2026, 20:15 UTC
EN

How Vector Search Actually Works: IVF and HNSW

Every system that does "semantic" anything — RAG pipelines, recommendation engines, image search, dedup — boils down to one operation: given this ve…

vectorsearchembeddingsannhnsw
Dev.to Jul 9, 2026, 16:00 UTC
EN

ParadeDB NPM Package Seeks Feedback on Simplifying Postgres Integration with JavaScript via Drizzle ORM

Introduction: Bridging the Gap Between Postgres and JavaScript with ParadeDB The ParadeDB NPM package emerges as a targeted solution to a growing pa…

postgresjavascriptdrizzleormvectorsearch
Dev.to Jun 5, 2026, 19:35 UTC
EN

Vector Search at Scale: Why Your Index Isn't as Healthy as You Think

Vector search has become load-bearing infrastructure in modern AI systems remarkably fast. A year or two ago, it was primarily a research curiosity…

aivectorsearchragarchitecture
Dev.to May 27, 2026, 15:34 UTC

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