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PROJECT / Natural language cloud automation

Conversational AWS Infrastructure Agent

A chat driven AWS assistant on Amazon Bedrock (Claude 3.5 Sonnet) with LangChain memory, letting non technical users create, update, and manage AWS resources through natural language instead of the CLI, with mandatory field confirmation before any resource changing action executes.

Amazon BedrockClaude 3.5 SonnetLangChainboto3
Illustrative architecture
RECORDED PROJECT NOTES
Interface
Natural language
Safety
Confirm first
Memory
Session

Selected engineering work by Muhammad Mubashir, showcased by Retrieva Labs. Figures and scope reflect the existing project notes. The evidence section explains what is available to review.

THE PROBLEM

A useful outcome starts here.

A chat driven AWS assistant on Amazon Bedrock (Claude 3.5 Sonnet) with LangChain memory, letting non technical users create, update, and manage AWS resources through natural language instead of the CLI, with mandatory field confirmation before any resource changing action executes.

AVAILABLE EVIDENCE

Project notes, with context.

This project overview is drawn from the existing portfolio notes. Client source code, demonstrations and evaluation artifacts are not published here.