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Local LLMs vs. Cloud Providers: Deploying Vector Databases for Private RAG Pipelines

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#Architecture#Agentic AI#System Design

This article is currently in progress

A real production deep-dive — being distilled from incident notes, architecture diagrams, and production telemetry. Follow on LinkedIn to get notified when it publishes.

[ Producer ] ──► [ MSK Broker ] ──► [ Lambda Processor ]
                      │                       │
                      │                       ▼
                      └──► [ DLQ Topic ] ──► [ CloudWatch Alert ]

[ Producer ]
     │
     ▼
[ MSK Broker ]
  │         │
  ▼         ▼
[Lambda]  [DLQ]
  │         │
  ▼         ▼
[DB/S3] [Alert]

ASCII architecture flow diagrams · system topology

This post will cover: #Architecture#Agentic AI#System Design

Written by Akashdip Mahapatra

Data Engineer & Cloud Automation Specialist | SRE — Enterprise Logistics Data Platforms. Passionate about automating operational toil, architecting fault-tolerant streaming pipelines on AWS MSK, and hardening enterprise cloud environments.

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