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Ajay Devineni

AWS Community Builder & SRE focused on cloud-native reliability. Experienced in zero-downtime large-scale database migrations (billions of rows) and safely integrating agentic AI into production

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A2A + MCP in Production: The SRE Reliability Framework Nobody Has Written Yet

A2A + MCP in Production: The SRE Reliability Framework Nobody Has Written Yet

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8 min read

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SLO Design for Agentic AI Systems — Why Traditional Reliability Metrics Break (and What to Use Instead)

SLO Design for Agentic AI Systems — Why Traditional Reliability Metrics Break (and What to Use Instead)

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4 min read
Your AI Agent Doesn't Have a Feature Problem. It Has an On-Call Rotation Problem. published: true

Your AI Agent Doesn't Have a Feature Problem. It Has an On-Call Rotation Problem. published: true

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5 min read
MCP Security in Action: Decision-Lineage Observability

MCP Security in Action: Decision-Lineage Observability

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4 min read
Why SRE Principles Are the Missing Layer in MCP Security

Why SRE Principles Are the Missing Layer in MCP Security

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5 min read
Zero Data Loss Migration: Moving Billions of Rows from SQL Server to Aurora RDS — Architecture, Predictive CDC Monitoring & Lessons from Production

Zero Data Loss Migration: Moving Billions of Rows from SQL Server to Aurora RDS — Architecture, Predictive CDC Monitoring & Lessons from Production

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7 min read
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