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⚡ AI Lessons

Dev.to · Ajay Devineni
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Google Published Their AI SRE Blueprint. Here's the Line-by-Line Mapping to What the Community Has Been Building
Google published a white paper on May 28 that every SRE should read. It details how they're...

Dev.to · Ajay Devineni
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Your Agent Acts Without Checking Your Error Budget — That's the Failure Mode Nobody Is Tracking
Yesterday a piece came out that framed something I've been watching build across production...

Dev.to · Ajay Devineni
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Why Your AI Agent Monitoring is Wrong (And How to Fix It)
As I discussed in my SLO Design article, traditional reliability metrics fail for agentic AI systems....

Dev.to · Ajay Devineni
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
The Context Window Is RAM — Why Your Agent's SLIs Are Telling You It's Full
The Microsoft team that built the Azure SRE Agent published something in January that I keep coming...

Dev.to · Ajay Devineni
🤖 AI Agents & Automation
⚡ AI Lesson
2mo 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...

Dev.to · Ajay Devineni
🤖 AI Agents & Automation
⚡ AI Lesson
2mo 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...

Dev.to · Ajay Devineni
🤖 AI Agents & Automation
⚡ AI Lesson
2mo 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"...

Dev.to · Ajay Devineni
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
MCP Security in Action: Decision-Lineage Observability
Traditional observability tells you what broke. Agentic observability must tell you why the agent...

Dev.to · Ajay Devineni
⚡ AI Lesson
3mo 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...
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