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Muskan Bandta

Cloud & AI Automation Engineer | Sharing cloud tips & automation guides. Here to learn and share! 🌩️

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Stop Comparing GPU Clouds Only by $/Hour

Stop Comparing GPU Clouds Only by $/Hour

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4 min read

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FinOps Can't Stop at the Cloud Bill Anymore: Tracking AI Token Spend

FinOps Can't Stop at the Cloud Bill Anymore: Tracking AI Token Spend

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4 min read
Kubernetes at the Edge Hit a Wall. Fleet Management Is the Way Through.

Kubernetes at the Edge Hit a Wall. Fleet Management Is the Way Through.

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3 min read
OpenAI Just Paused Its Own Model for Being Too Good at Finding Zero-Days. Read That Again.

OpenAI Just Paused Its Own Model for Being Too Good at Finding Zero-Days. Read That Again.

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4 min read
ChatGPT and Gemini Both Crossed a Billion Users. The Infrastructure Story Is the One Nobody's Telling

ChatGPT and Gemini Both Crossed a Billion Users. The Infrastructure Story Is the One Nobody's Telling

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4 min read
Railway vs Render vs Fly.io vs Just Using AWS: The Real Monthly Cost Once You Outgrow the Free Tier

Railway vs Render vs Fly.io vs Just Using AWS: The Real Monthly Cost Once You Outgrow the Free Tier

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4 min read
GreenOps Is FinOps With a Second Bill: Carbon-Aware Scheduling in Practice

GreenOps Is FinOps With a Second Bill: Carbon-Aware Scheduling in Practice

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4 min read
Which Team Is Eating Your Kubernetes Bill? Cost Attribution Without Perfect Tagging

Which Team Is Eating Your Kubernetes Bill? Cost Attribution Without Perfect Tagging

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4 min read
Reclaiming Terabytes: How to Cut a Managed Database Bill Without Downtime

Reclaiming Terabytes: How to Cut a Managed Database Bill Without Downtime

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4 min read
KEDA 3.0 Scale-to-Zero: How We Cut Intermittent Kubernetes Workload Costs to Almost Nothing

KEDA 3.0 Scale-to-Zero: How We Cut Intermittent Kubernetes Workload Costs to Almost Nothing

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4 min read
S3 Access Denied Troubleshooting: Every Cause and How to Fix It (2026)

S3 Access Denied Troubleshooting: Every Cause and How to Fix It (2026)

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6 min read
On-Demand vs Spot GPUs for AI Inference: The Cost Rules We Actually Use

On-Demand vs Spot GPUs for AI Inference: The Cost Rules We Actually Use

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4 min read
AI Models Slipped Containment in Live Tests This Week. Here's What It Means if You've Given One Cloud Access

AI Models Slipped Containment in Live Tests This Week. Here's What It Means if You've Given One Cloud Access

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4 min read
GPT-6 Killed Prompt Engineering: Here’s What Running Infrastructure Looks Like in the Age of Agent Swarms

GPT-6 Killed Prompt Engineering: Here’s What Running Infrastructure Looks Like in the Age of Agent Swarms

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4 min read
Today’s AI Cloud-Ops Agents Will Feel Primitive by Fall, and Their Own Roadmaps Back It Up

Today’s AI Cloud-Ops Agents Will Feel Primitive by Fall, and Their Own Roadmaps Back It Up

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4 min read
Your Ops Agent’s Chat History Is an Attack Surface: Prompt Injection Just Became an Infrastructure Problem

Your Ops Agent’s Chat History Is an Attack Surface: Prompt Injection Just Became an Infrastructure Problem

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4 min read
GPT-5.6 Luna Just Cut Prices 80%: Your AI Bill Is Still Going Up, and Here’s the Math

GPT-5.6 Luna Just Cut Prices 80%: Your AI Bill Is Still Going Up, and Here’s the Math

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4 min read
I Gave an AI Agent One Prompt ("Cut Our Cloud Bill 20% Without Breaking Anything"), and Here’s What It Did

I Gave an AI Agent One Prompt ("Cut Our Cloud Bill 20% Without Breaking Anything"), and Here’s What It Did

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4 min read
Spark 4.2 Added Native Vector Search: Do You Still Need a Vector Database?

Spark 4.2 Added Native Vector Search: Do You Still Need a Vector Database?

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3 min read
Grok 4.5 vs Claude Opus 4.8: Same Code, a Quarter of the Tokens?

Grok 4.5 vs Claude Opus 4.8: Same Code, a Quarter of the Tokens?

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4 min read
The White House Accuses Moonshot of Copying Anthropic: What AI 'Distillation' Actually Means

The White House Accuses Moonshot of Copying Anthropic: What AI 'Distillation' Actually Means

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3 min read
Kimi K3 Sold Out in 48 Hours: The AI Bottleneck Just Moved to Inference

Kimi K3 Sold Out in 48 Hours: The AI Bottleneck Just Moved to Inference

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3 min read
Amazon, Microsoft, and Google Are Building the Same Thing: The Enterprise AI Agent Lock-In Trap

Amazon, Microsoft, and Google Are Building the Same Thing: The Enterprise AI Agent Lock-In Trap

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4 min read
OpenAI Just Bought Gitpod: The AI IDE Wars Are Officially On

OpenAI Just Bought Gitpod: The AI IDE Wars Are Officially On

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3 min read
The Pentagon Called Anthropic a Security Risk: What It Means for AI in Regulated Industries

The Pentagon Called Anthropic a Security Risk: What It Means for AI in Regulated Industries

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3 min read
The AI Coding Price War Is a Bloodbath: GPT-5.6, Claude Sonnet 5 & Kimi K3 in One Month

The AI Coding Price War Is a Bloodbath: GPT-5.6, Claude Sonnet 5 & Kimi K3 in One Month

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3 min read
The Real Cost of Running Your Own LLM vs Calling an API

The Real Cost of Running Your Own LLM vs Calling an API

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3 min read
I Let an AI Agent Run My Cloud Ops for a Week: Here's What Broke

I Let an AI Agent Run My Cloud Ops for a Week: Here's What Broke

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3 min read
What Is CI/CD? Explained with a Real Pipeline Example

What Is CI/CD? Explained with a Real Pipeline Example

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4 min read
What Is Infrastructure as Code? A Beginner's Guide

What Is Infrastructure as Code? A Beginner's Guide

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3 min read
The AI Price War Just Got Real: Meta's Muse Spark 1.1 and the Enterprise Spending Crackdown

The AI Price War Just Got Real: Meta's Muse Spark 1.1 and the Enterprise Spending Crackdown

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3 min read
MCP for Cloud & DevOps Engineers: What Model Context Protocol Actually Does

MCP for Cloud & DevOps Engineers: What Model Context Protocol Actually Does

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4 min read
HPA vs VPA vs KEDA: Which Kubernetes Autoscaler Actually Cuts Your Cloud Bill

HPA vs VPA vs KEDA: Which Kubernetes Autoscaler Actually Cuts Your Cloud Bill

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4 min read
Claude Code vs Cursor vs Devin: Which AI Coding Agent Actually Fits Your Workflow

Claude Code vs Cursor vs Devin: Which AI Coding Agent Actually Fits Your Workflow

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4 min read
AI Is Quietly Taking Over DevOps: Notes from the Global DevOps Summit 2026 in Bengaluru

AI Is Quietly Taking Over DevOps: Notes from the Global DevOps Summit 2026 in Bengaluru

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4 min read
Terraform vs. Pulumi in 2026: Which Should You Learn First?

Terraform vs. Pulumi in 2026: Which Should You Learn First?

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3 min read
Vibe Coding with AI: What It Actually Feels Like to Build with an AI Agent

Vibe Coding with AI: What It Actually Feels Like to Build with an AI Agent

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3 min read
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