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⚡ AI Lessons

Dev.to · Muskan Bandta
5d ago
IAM Explained Simply: Users, Roles, Policies and Why It Confuses Everyone
IAM is the thing every AWS beginner bounces off. It is also the thing you cannot avoid, because...

Dev.to · Muskan Bandta
5d ago
Astra Solved 10 Decades-Old Problems on a Rounding Error of Compute. The Real Story Is the Cost Curve.
Before GPT-6 Astra made headlines for finding zero-days, it did something quieter and, to me, more...

Dev.to · Muskan Bandta
5d ago
How OpenAI Decided Astra Was Too Dangerous to Ship Open: Capability Thresholds, Explained
When GPT-6 Astra shipped on September 3, the headline was that OpenAI rated it Critical for...

Dev.to · Muskan Bandta
☁️ DevOps & Cloud
1w ago
AI Assistants Can Now Drive Your Kubernetes Cluster. Here's the Ops Risk Nobody's Costing In
Red Hat is building an open-source MCP server for Kubernetes and OpenShift, which lets AI assistants...

Dev.to · Muskan Bandta
☁️ DevOps & Cloud
3w ago
AWS Trusted Advisor vs Compute Optimizer vs Cost Explorer: What Each One Actually Finds
AWS gives you three native tools that all claim to help with cost, and the "my provider says I'm...

Dev.to · Muskan Bandta
☁️ DevOps & Cloud
3w ago
What an Idle NAT Gateway, Idle Load Balancer and Sub-5% EC2 Instance Actually Cost You Per Month
"Idle" sounds free. It is not. Some of the most reliable waste in an AWS account comes from resources...

Dev.to · Muskan Bandta
☁️ DevOps & Cloud
3w ago
The Cloud Zombie Index: Unattached EBS Volumes, Orphaned Snapshots, Unused Elastic IPs and Incomplete Multipart Uploads
Every cloud account is haunted. Not by anything dramatic, just by resources that outlived whatever...

Dev.to · Muskan Bandta
☁️ DevOps & Cloud
3w ago
Azure VM Stopped vs Deallocated: Why You're Still Being Charged (and the Disks Nobody Mentions)
You shut the VM down to save money, and next month it is still on the bill. This is one of the most...

Dev.to · Muskan Bandta
☁️ DevOps & Cloud
3w ago
Scheduling EC2 and RDS Start/Stop at Scale: Why Your Shutdown Script Breaks at 300 Instances
Everybody's cloud cost journey has the same first chapter: someone writes a Lambda that stops the dev...

Dev.to · Muskan Bandta
📰 AI News & Updates
3w ago
GPU Rightsizing Without Breaking Production: G5, G6, P4, P5 and the CUDA Check Nobody Mentions
CPU rightsizing is a solved, well-documented practice. GPU rightsizing is where the real money is...

Dev.to · Muskan Bandta
📰 AI News & Updates
1mo ago
Stop Comparing GPU Clouds Only by $/Hour
Every GPU cloud comparison I see is a table of dollars per hour. Provider A is $2.10 an hour for an...

Dev.to · Muskan Bandta
📰 AI News & Updates
1mo ago
FinOps Can't Stop at the Cloud Bill Anymore: Tracking AI Token Spend
FinOps grew up managing one kind of cost: cloud infrastructure. Instances, storage, data transfer,...

Dev.to · Muskan Bandta
☁️ DevOps & Cloud
1mo ago
Kubernetes at the Edge Hit a Wall. Fleet Management Is the Way Through.
Kubernetes at the edge has been "the next big thing" for a few years now, and this month the honest...

Dev.to · Muskan Bandta
📰 AI News & Updates
1mo ago
OpenAI Just Paused Its Own Model for Being Too Good at Finding Zero-Days. Read That Again.
The AI story this week that should stop you mid-scroll is not another benchmark or price cut. It is...

Dev.to · Muskan Bandta
🧠 Large Language Models
1mo ago
ChatGPT and Gemini Both Crossed a Billion Users. The Infrastructure Story Is the One Nobody's Telling
The headline this week is the round number: ChatGPT reportedly crossed a billion weekly users, Gemini...

Dev.to · Muskan Bandta
☁️ DevOps & Cloud
1mo ago
Railway vs Render vs Fly.io vs Just Using AWS: The Real Monthly Cost Once You Outgrow the Free Tier
Every few months a wave of "we left Railway" posts shows up, and every one of them is really about...

Dev.to · Muskan Bandta
☁️ DevOps & Cloud
1mo ago
GreenOps Is FinOps With a Second Bill: Carbon-Aware Scheduling in Practice
Most of us learned to think about cloud workloads in terms of one bill: the dollar cost. There is a...

Dev.to · Muskan Bandta
☁️ DevOps & Cloud
1mo ago
Which Team Is Eating Your Kubernetes Bill? Cost Attribution Without Perfect Tagging
The Kubernetes bill arrives as one number. The cluster is shared. Ten teams run on it. And when...

Dev.to · Muskan Bandta
☁️ DevOps & Cloud
1mo ago
Reclaiming Terabytes: How to Cut a Managed Database Bill Without Downtime
Managed databases are the cloud cost line people quietly stop looking at. Compute gets rightsized,...

Dev.to · Muskan Bandta
☁️ DevOps & Cloud
1mo ago
KEDA 3.0 Scale-to-Zero: How We Cut Intermittent Kubernetes Workload Costs to Almost Nothing
KEDA 3.0 just landed, and the headline feature is the one I care about most as someone who watches a...

Dev.to · Muskan Bandta
🧠 Large Language Models
⚡ AI Lesson
1mo ago
GPT-6 Killed Prompt Engineering: Here’s What Running Infrastructure Looks Like in the Age of Agent Swarms
The GPT-6 news is doing the rounds and the framing is everywhere: prompt engineering is dead, the...

Dev.to · Muskan Bandta
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Today’s AI Cloud-Ops Agents Will Feel Primitive by Fall, and Their Own Roadmaps Back It Up
I use an AI agent to run parts of our cloud ops every day. I'd also bet money that the exact setup...

Dev.to · Muskan Bandta
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Your Ops Agent’s Chat History Is an Attack Surface: Prompt Injection Just Became an Infrastructure Problem
There's a line going around dev.to this week that stuck with me: your AI agent's chat history is user...

Dev.to · Muskan Bandta
🧠 Large Language Models
⚡ AI Lesson
1mo ago
GPT-5.6 Luna Just Cut Prices 80% Your AI Bill Is Still Going Up, and Here’s the Math
This week in the AI price war: OpenAI cut GPT-5.6 Luna pricing by 80% and GPT-5.6 Terra by 20%....
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