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📰 Dev.to · Ajay Devineni

10 articles · Updated every 3 hours · View all reads

All Articles 83,177Blog Posts 106,011Tech Tutorials 20,299Research Papers 17,841News 14,016 ⚡ AI Lessons
Your OTel Traces Are Lying to You Observability for the Reasoning Layer
Dev.to · Ajay Devineni 3w ago
Your OTel Traces Are Lying to You Observability for the Reasoning Layer
Three weeks ago someone on the AWS Builders Slack posted something that stopped me cold. Their...
The AI Agent Cost Ceiling Problem: Why Your AWS Bill Is Your Reliability Alert
Dev.to · Ajay Devineni 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The AI Agent Cost Ceiling Problem: Why Your AWS Bill Is Your Reliability Alert
Production AI agents fail on tool calls 3–15% of the time. That's not a failure rate you fix — it's a...
Agent Sprawl is Your Next Production Incident: An SRE Response to Datadog's State of AI Engineering 2026
Dev.to · Ajay Devineni 1mo ago
Agent Sprawl is Your Next Production Incident: An SRE Response to Datadog's State of AI Engineering 2026
Datadog published the State of AI Engineering 2026 report this week — real telemetry from over a...
SLO Design for Agentic AI Systems — Why Traditional Reliability Metrics Break (and What to Use Instead)
Dev.to · Ajay Devineni 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
SLO Design for Agentic AI Systems — Why Traditional Reliability Metrics Break (and What to Use Instead)
The problem with applying traditional SLOs to AI agents SLOs work beautifully when "good"...
MCP Security in Action: Decision-Lineage Observability
Dev.to · Ajay Devineni 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago
MCP Security in Action: Decision-Lineage Observability
Traditional observability tells you what broke. Agentic observability must tell you why the agent...
Zero Data Loss Migration: Moving Billions of Rows from SQL Server to Aurora RDS — Architecture, Predictive CDC Monitoring & Lessons from Production
Dev.to · Ajay Devineni 2mo ago
Zero Data Loss Migration: Moving Billions of Rows from SQL Server to Aurora RDS — Architecture, Predictive CDC Monitoring & Lessons from Production
Migrating a live financial database with billions of rows, zero tolerance for data loss, and a strict...