📰 Dev.to · Suhas Mallesh
Articles from Dev.to · Suhas Mallesh · 24 articles · Updated every 3 hours · View all reads
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⚡ AI Lessons (10443)
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Dev.to · Suhas Mallesh
10h ago
Azure ML Online Endpoints: Deploy Your Model to Production with Terraform 🚀
Your model is trained. Now deploy it to a managed online endpoint with traffic splitting for canary...
Dev.to · Suhas Mallesh
1d ago
Vertex AI Endpoints: Deploy Your Model to Production with Terraform 🚀
Your model is trained. Now deploy it to a scalable endpoint with autoscaling, traffic splitting for...
Dev.to · Suhas Mallesh
2d ago
SageMaker Endpoints: Deploy Your Model to Production with Terraform 🚀
Training a model is half the battle. Deploying it to a scalable, auto-scaling endpoint with...
Dev.to · Suhas Mallesh
1w ago
Azure ML Workspace with Terraform: Your ML Platform on Azure 🔬
Azure Machine Learning workspace is the hub for all ML activities - experiments, models, endpoints,...
Dev.to · Suhas Mallesh
1w ago
Vertex AI Workbench with Terraform: Your ML Workspace on GCP 🔬
Vertex AI Workbench is the JupyterLab IDE for ML on GCP - pre-installed ML frameworks, Vertex AI...
Dev.to · Suhas Mallesh
1w ago
SageMaker Studio Domain with Terraform: Your ML Workspace on AWS 🔬
SageMaker Studio is the IDE for ML on AWS - notebooks, training, deployment, all in one place. Here's...
Dev.to · Suhas Mallesh
3w ago
Multi-Agent Orchestration on AWS: Supervisor Pattern with Terraform 🧠
One agent handles simple tasks. Complex workflows need a team. Bedrock's multi-agent collaboration...
Dev.to · Suhas Mallesh
3w ago
Bedrock Agent Action Groups: Connect Your Agent to APIs with Terraform 🔌
A Bedrock Agent without tools is just a chatbot. Action groups give your agent the ability to call...
Dev.to · Suhas Mallesh
1mo ago
Deploy Your First Bedrock Agent with Terraform: Model-Agnostic and Future-Proof 🤖
Bedrock Agents add reasoning, planning, and tool use on top of foundation models. Here's how to...
Dev.to · Suhas Mallesh
1mo ago
Auto-Sync RAG Pipeline: S3 Events to Bedrock Knowledge Base with Terraform ⚡
Bedrock Knowledge Bases don't auto-sync when documents change. Here's how to build an event-driven...
Dev.to · Suhas Mallesh
1mo ago
Spot the Savings 🎯 Run Non-Critical Workloads on Azure Spot VMs and Save Up to 90%
Your CI runners, batch jobs, and dev environments don't need guaranteed availability. Azure Spot VMs...
Dev.to · Suhas Mallesh
1mo ago
Your Deleted VMs in GCP Left Behind 500GB of Orphaned Disks (They're Still on Your Bill) 👻
When you delete a VM in GCP, the boot disk gets deleted. But attached persistent disks? They stay...
Dev.to · Suhas Mallesh
1mo ago
Right-Size or Pay the Price 📏 VM SKU Optimization Strategy with Terraform
That D8s_v5 running at 12% CPU is costing you 4x what you need. Here's how to use Azure Advisor data,...
Dev.to · Suhas Mallesh
1mo ago
S3 Vectors for RAG: The Cheapest Vector Store for Bedrock Knowledge Bases with Terraform 💰
OpenSearch Serverless costs a minimum of ~$700/month even at zero traffic. S3 Vectors cuts vector...
Dev.to · Suhas Mallesh
1mo ago
Cold Storage, Hot Savings 🧊 Automate Azure Blob Tiering with Terraform and Cut Storage Costs by 70%
Your Hot tier is full of data nobody has touched in months. Lifecycle policies automatically move...
Dev.to · Suhas Mallesh
1mo ago
You Already Own the License 🏷️ Enable Azure Hybrid Benefit in Terraform and Save 40% on Every Windows VM Instantly
Most companies pay full price for Windows Server and SQL Server licenses on Azure VMs when they...
Dev.to · Suhas Mallesh
1mo ago
Your Cloud Storage Bucket Has 2TB of Data Nobody Touched in 6 Months (You're Paying 16x Too Much) 💾
Standard storage costs $0.020/GB/month. Archive storage costs $0.0012/GB/month. That's a 94%...
Dev.to · Suhas Mallesh
1mo ago
Stop Paying Full Price: Spot VMs Can Cut Your GCP Compute Bill by 91% 💰
That e2-standard-4 running your batch jobs costs $0.134/hour. The same VM as a Spot instance?...
Dev.to · Suhas Mallesh
1mo ago
Lights Out! 🌙 Your Dev VMs Run Full Power 24/7 But Your Devs Work 8 Hours - Scale Down and Stop Overpaying
Dev and test VMs running at full capacity around the clock cost you 3x more than they should. Here's...
Dev.to · Suhas Mallesh
1mo ago
AWS Won't Stop Charging You. Ever. Deploy Budget Alerts as Code with Terraform Before It's Too Late 🔥
AWS won't stop charging you when your budget runs out. A leaked key, a forgotten GPU instance, a...
Dev.to · Suhas Mallesh
1mo ago
Never Get a Surprise GCP Bill Again: Budget Alerts as Code with Terraform 🚨
A student got a $55K GCP bill from a leaked API key. A dev left a GPU instance running over...
Dev.to · Suhas Mallesh
1mo ago
Label Everything or Lose Everything: The #1 GCP Cost Move You're Probably Skipping 🏷️
You're spending $50K/month on GCP. Your CFO asks: "Which team is burning the most? What's...
Dev.to · Suhas Mallesh
2mo ago
Running Redis 24/7? You're Leaving 40% on the Table Without Reserved Nodes 🔥
If your ElastiCache Redis or Memcached runs around the clock, you're overpaying by 40%....
Dev.to · Suhas Mallesh
2mo ago
Stop Burning Money: Master AWS Lambda Provisioned Concurrency with Terraform 💸
You’ve probably heard that AWS Lambda provisioned concurrency eliminates cold starts. What they don’t...
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