tl;dr 重點摘要
- SageMaker 演進：整合分析、機器學習和生成式 AI 能力的全新統一體驗
- Bedrock 強化：新的模型合作夥伴（Luma AI、Poolside）、提示最佳化功能，以及進階 RAG 功能
- Amazon Q 改進：機器學習模型開發輔助、商業情境分析，以及開發者生產力工具
- 基礎架構最佳化：Hyperpod 任務治理、彈性訓練計畫，以及運算資源管理
- 安全性和負責任的 AI：強化多模態毒性偵測和自動推理檢查
內容大綱
知識圖譜
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