Deploying FMs, RAG, and Agents

Hosting foundation models — Bedrock, Custom Model Import, SageMaker — configuring Knowledge Bases and retrieval pipelines, and running agents with tools, state, and GPU scale.

Content current as of 2026-10.

Lessons

1. FM hosting: Bedrock, Custom Model Import, SageMaker
2. Bedrock Knowledge Bases: vectors, indexing, retrieval
3. Agents in production: tools, state, protocols
4. RAG configurations and reranking

Sources

• Bedrock user guide — Custom Model Import
• Bedrock user guide — Knowledge Bases
• Bedrock user guide — reranker models
• Amazon Bedrock AgentCore developer guide