#Lambda
7 posts tagged "lambda"
AI System on Native AWS - Part 4 - 自主 AI Agent 工具呼叫系統
當 AI 不只是回答,而要主動規劃、呼叫工具、串起多步驟任務時,你需要的是 Agent。本篇用純 AWS 原生服務打造一套自主 AI Agent:Bedrock Agents 做規劃與工具編排、Lambda Action Groups 當可呼叫的工具、Knowledge Base 提供知識、Guardrails 做安全護欄,全部用 CDK(CloudFormation)描述,深入談 ReAct 迴圈、工具設計、權限邊界、幻覺與惡意輸入防護、以及人工確認關卡。
AI System on Native AWS - Part 1 - Serverless RAG 智慧客服知識庫
用純 AWS 原生服務打造一套 Serverless RAG 問答系統:Bedrock Knowledge Bases 負責切塊與嵌入、OpenSearch Serverless 當向量庫、Lambda + API Gateway 提供問答 API,全部用 CDK(CloudFormation)一鍵部署。本篇是系列開場,先講清楚 RAG 這個最常見的 AI 系統怎麼在 AWS 上長出來,包含情境、系統設計、架構、CDK 實作、技術選型與成本。
Building a Sentiment-Driven US Stock Trading System with X.com Real-Time Analysis
Learn how to architect a production-ready sentiment-driven stock trading platform that streams X.com posts in real-time, analyzes market sentiment using AWS Bedrock and HuggingFace, and automatically executes trades on US stocks based on social media signals.
Building an Intelligent Bitcoin Trading System with AWS CDK and ML Models
Learn how to architect and deploy an intelligent cryptocurrency trading system on AWS using CDK, with historical price analysis, ML-powered predictions from AWS Bedrock and HuggingFace, and event-driven trade execution.
Building AI Music Generation Platform: AWS CDK Architecture with SageMaker and Bedrock Comparison
Complete guide to architecting a production-ready AI music generation platform on AWS using CDK, comparing SageMaker and Bedrock approaches with detailed pros, cons, and implementation strategies for generating music from text prompts.
Deploying Hugging Face Models to AWS: A Complete Guide with CDK, SageMaker, and Lambda
Learn how to deploy production-ready Hugging Face AI models to AWS using CDK (TypeScript), SageMaker, and Lambda. Comprehensive guide covering system design, infrastructure setup, model deployment, API creation, and best practices for scalable ML applications.
Building Serverless URL Shortener with AWS CDK
Deep dive into designing and building a production-ready URL shortener using AWS serverless services, exploring architectural tradeoffs, and implementing with AWS CDK.