Welcome to M5BMachine 5-Minute Briefing

Server-side batching, retries, the blobHash data type, and multimodal ingestion — what to use when, with code.

If you’ve ever faced the challenge of extracting Exchange mailboxes data from an offline EDB file, you know how painful the process can be. PowerShell cmdlets fail, native tools have limitations, and the risk of data loss is always looming. That’s exactly where Stellar Converter for EDB steps in and...

Weaviate Cloud now supports more granular role-based access control with new Editor and Viewer roles for improved security and organizational management.

Benchmarking Gemma-3-4B, MiniCPM-o 2.6, and Qwen2.5-VL-7B-Instruct for latency, throughput, and scalability.

Tokenization makes or breaks hybrid search. See how Weaviate's accent folding, custom stopwords, and /v1/tokenize endpoint power multilingual BM25.

Benchmarking Gemma-3-4B, MiniCPM-o 2.6, and Qwen2.5-VL-7B-Instruct for latency, throughput, and scalability.

Weaviate Shared Cloud is now generally available on AWS in US East and Europe, giving teams a fully managed, AI-native database on the provider and region that works best for them.

This year, we're doing it again. Interrupt 2026 is May 13–14 at The Midway in San Francisco, and the lineup, the format, and the scale have all leveled up.

Multimodal embeddings allow AI systems to search and reason across text, images, audio, and video in their native formats. This blog covers the key intuitions behind how this all works and walks through three practical implementations using Weaviate and Gemini.

Deploy Public MCP servers as an API endpoint and integrate its tools into LLM workflows using function calling.

Deploy Public MCP servers as an API endpoint and integrate its tools into LLM workflows using function calling.

Deploy Public MCP servers as an API endpoint and integrate its tools into LLM workflows using function calling.

Deploy Public MCP servers as an API endpoint and integrate its tools into LLM workflows using function calling.

Deploy Public MCP servers as an API endpoint and integrate its tools into LLM workflows using function calling.

Deploy Public MCP servers as an API endpoint and integrate its tools into LLM workflows using function calling.

Deploy Public MCP servers as an API endpoint and integrate its tools into LLM workflows using function calling.

This release introduces HFresh vector index (Preview), and brings Server-side Batching, Object TTL, Async Replication Improvements, Drop Inverted Indices, and Backup Restoration Cancellation to general availability.

Deploy Public MCP servers as an API endpoint and integrate its tools into LLM workflows using function calling.

Deploy Public MCP servers as an API endpoint and integrate its tools into LLM workflows using function calling.

A practical guide to choosing the right open-source LLM for production based on workload type, infrastructure limits, cost, and real-world performance.

By Jacob TalbotAgent Builder gets better the more you use it because it remembers your feedback. Every correction you make, preference you share, and approach that works well is something that your agent can hold onto and apply the next time.Memory is one of the things that makes

An enterprise-ready AMD MI355X guide covering AI inference, LLM training, memory scaling, performance trade-offs, and deployment strategies.

An enterprise-ready AMD MI355X guide covering AI inference, LLM training, memory scaling, performance trade-offs, and deployment strategies.

Learn how to secure your Weaviate vector database with API keys, OIDC, and role-based access control (RBAC). Includes practical examples and setup steps.