Cloud architecture
AgentCore vs Bedrock Agents vs Roll-Your-Own on Fargate
- Pratik Kulkarni
- AWS , Cloud Architecture
- 25 Jun, 2026
There are three realistic ways to run an AI agent on AWS, and they sit on a spectrum from "AWS does almost everything" to "you do almost everything." Bedrock Agents has AWS define and orchestrate the
read moreWhat Is Amazon Bedrock AgentCore? (And When to Use It)
- Pratik Kulkarni
- AWS , Cloud Architecture
- 23 Jun, 2026
Amazon Bedrock AgentCore is a managed platform for deploying and operating AI agents you've already built — in any framework, with any model — without managing the runtime, memory, identity, or observ
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RAG, GraphRAG, and Knowledge Graphs: What's Actually Different
- Pratik Kulkarni
- AI , Cloud Architecture
- 26 May, 2026
LLMs are stateless. They don't know your documents, your internal data, or what changed last week. They're only as good as what you put in front of them. This gave rise to what's now called context en
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Deploying Engineering Resource Management Knowledge Graph on AWS
- Pratik Kulkarni
- AWS , Cloud Architecture
- 21 May, 2026
Resource planning in engineering orgs is a multi-hop problem. The data is there — skills, project history, availability — it's just stored in flat tables that you need to join on demand. This post wal
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What Is a Knowledge Graph?
- Pratik Kulkarni
- AI , Cloud Architecture
- 19 May, 2026
A knowledge graph stores information as entities and the relationships between them — not rows and columns, but a web of connected facts. The Idea Is Simple Three building blocks:Nodes —
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AWS Bedrock vs SageMaker: How to Pick the Right One
- Pratik Kulkarni
- AWS , Cloud Architecture
- 07 May, 2026
If you're building an AI product on AWS, you'll hit this question early: Bedrock or SageMaker? The short answer is that they solve different problems, and most startups only need one. What Each Se
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