Uzairkhan.dev

Generative AI & Bedrock Solutions

Production-grade generative AI chatbots and agents built on AWS

Architecting secure generative AI solutions with Amazon Bedrock: selecting optimal foundation models, configuring Bedrock Guardrails, writing serverless Python execution runtimes on AWS Lambda, and implementing modern agent protocols including Model Context Protocol (MCP) and Agent-to-Agent (A2A).

What is included

  • Amazon Bedrock foundation model evaluation, configuration, and invocation
  • Bedrock Guardrails for content moderation, jailbreak protection, and PII masking
  • Serverless Python execution on AWS Lambda for low-latency inference
  • Agent-to-Agent (A2A) and Model Context Protocol (MCP) multi-agent setups
  • CloudTrail audit logging and IAM least-privilege policies for model calls
  • AWS Marketplace packaging for server-based AI software offerings

Use cases

  • → Enterprise customer service and support chat agents with real-time knowledge retrieval
  • → Document analysis and compliance report synthesis pipelines
  • → Multi-agent workflow orchestration using LangGraph and MCP protocols
  • → Automated internal knowledge assistants connected to S3 and enterprise databases