tl;dr
- SageMaker evolution: New unified experience combining analytics, ML, and GenAI capabilities
- Bedrock enhancements: New model partnerships (Luma AI, Poolside), prompt optimization features, and advanced RAG capabilities
- Amazon Q improvements: ML model development assistance, business scenario analysis, and developer productivity tools
- Infrastructure optimization: Hyperpod task governance, flexible training plans, and compute resource management
- Security and responsible AI: Enhanced multimodal toxicity detection and automated reasoning checks
Contents
Knowledge Graph
graph LR
subgraph Core["AWS Core Services"]
SM["SageMaker"]
BR["Bedrock"]
AQ["Amazon Q"]
NP["Neptune"]
end
subgraph SageMaker["SageMaker Features"]
subgraph Training["Training & Inference"]
HPod["Hyperpod"]
FlexPlan["Flexible Plans"]
TaskGov["Task Governance"]
end
subgraph Studio["Studio Features"]
Canvas["Canvas with Q"]
MLOps["MLOps"]
Collab["Collaboration"]
end
end
subgraph Bedrock["Bedrock Features"]
subgraph Models["Foundation Models"]
subgraph AWSModels["AWS Models"]
Nova["Nova Family"]
NovaMulti["Multimodal"]
NovaVid["Video/Image"]
NovaText["Text-to-Text"]
end
subgraph Partners["Partner Models"]
Anthro["Anthropic/Claude"]
Meta["Meta/Llama"]
Mistral["Mistral AI"]
Stability["Stability AI"]
Luma["Luma AI"]
Pool["Poolside"]
end
end
subgraph Safety["Safety Features"]
Guard["Guardrails"]
Toxic["Toxicity Detection"]
Reason["Automated Reasoning"]
end
subgraph Knowledge["Knowledge Features"]
RAG["RAG"]
GraphRAG["Graph RAG"]
StructRAG["Structured Data RAG"]
DataAuto["Data Automation"]
Kendra["Kendra GenAI"]
end
end
subgraph AmazonQ["Amazon Q Features"]
subgraph Dev["Developer Tools"]
Code["Code Gen"]
Debug["Debugging"]
Doc["Documentation"]
end
subgraph Analytics["Analytics"]
QS["QuickSight"]
Scen["Scenarios"]
NLQ["Natural Queries"]
Dash["Dashboards"]
end
subgraph Business["Business Tools"]
Search["Enterprise Search"]
Sum["Summaries"]
Content["Content Generation"]
end
end
%% Core Connections
SM --> Training
SM --> Studio
BR --> Models
BR --> Knowledge
BR --> Safety
AQ --> Dev
AQ --> Analytics
AQ --> Business
%% Neptune Integration
NP --> GraphRAG
%% Model Relationships
Nova --> NovaMulti
Nova --> NovaVid
Nova --> NovaText
%% Feature Connections
HPod --> FlexPlan
HPod --> TaskGov