This post shows you how to build a conversational protein research assistant that combines three capabilities: Natural language query parsing to extract structured search parameters, vector similarity search over protein embeddings using a specialized language model and AI-generated scientific summaries of search results.

A senior director at GitHub shares how she uses 40 automations to manage her workflow, freeing up mental space for what really matters. She explains how automations help with meeting prep, follow-ups, team alignment, and especially for her as someone with AuDHD, they serve as an essential accessibility tool.

This post presents patterns for building production-ready multi-tenant AI systems using Amazon Bedrock AgentCore, demonstrated through healthcare AI agents serving multiple clinics and hospitals, covering tenant isolation, service tier differentiation, cost tracking, and observability.