📰 Dev.to · Suhas Mallesh
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⚡ AI Lessons

Dev.to · Suhas Mallesh
1mo ago
Azure ML Pipelines + Azure DevOps: CI/CD for ML with Terraform 🔁
Manual ML retraining is a reliability risk. Azure ML Pipelines orchestrates the ML workflow while...

Dev.to · Suhas Mallesh
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Agentic AWS - Day 2: Amazon Bedrock AgentCore Runtime
Series: Agentic AWS | Post: 2 of 6 | Cloud: AWS Why Agents Need Their Own Runtime A...

Dev.to · Suhas Mallesh
🏭 MLOps & LLMOps
⚡ AI Lesson
1mo ago
Vertex AI Pipelines + Cloud Build: CI/CD for ML on GCP with Terraform 🔁
Manual ML retraining doesn't scale. Vertex AI Pipelines orchestrates your ML DAG while Cloud Build...

Dev.to · Suhas Mallesh
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Agentic AWS - Day 1: Amazon Bedrock AgentCore Gateway
Series: Agentic AWS | Post: 1 of 6 | Cloud: AWS The Problem with DIY MCP Tool...

Dev.to · Suhas Mallesh
📐 ML Fundamentals
⚡ AI Lesson
1mo ago
SageMaker Pipelines: CI/CD for ML with Terraform 🔁
Manual model retraining is a reliability risk. SageMaker Pipelines automates the full ML lifecycle -...

Dev.to · Suhas Mallesh
2mo 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
2mo 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
2mo 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
2mo 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
2mo 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
2mo 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
2mo 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
2mo 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
3mo 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
3mo 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
3mo 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
3mo 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
3mo 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
3mo 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
3mo 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
3mo 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
3mo 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
3mo 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
3mo 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...
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