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⚡ AI Lessons

Dev.to · Ajay Devineni
🤖 AI Agents & Automation
⚡ AI Lesson
3mo 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
3mo 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
3mo 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
4mo 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
🏗️ Systems Design & Architecture
⚡ AI Lesson
4mo 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...

Dev.to · Ajay Devineni
🤖 AI Agents & Automation
⚡ AI Lesson
4mo 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
4mo 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
5mo 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
5mo 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
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
5mo 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...
DeepCamp AI