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⚡ AI Lessons
Dev.to · Suhas Mallesh
20h ago
A Real RAG Pipeline on Azure: Internal Docs Q&A with Terraform (Model-Agnostic) 🔍
The same internal-docs Q&A problem every company has, solved on Azure AI Search and Azure OpenAI....
Dev.to · Suhas Mallesh
20h ago
A Real RAG Pipeline on GCP: Internal Docs Q&A with Terraform (Model-Agnostic) 🔍
The same internal-docs Q&A problem every company has, solved on Vertex AI RAG Engine. Terraform...
Dev.to · Suhas Mallesh
20h ago
A Real RAG Pipeline on AWS: Internal Docs Q&A with Terraform (Model-Agnostic) 🔍
Every company has the same problem - support agents and employees can't find answers buried in...
Dev.to · Suhas Mallesh
🤖 AI Agents & Automation
⚡ AI Lesson
3d ago
Open Knowledge Format (OKF): The Markdown Standard Your AI Agents Have Been Waiting For 📚
AI agents are only as smart as the context you give them. OKF is a new open specification that...
Dev.to · Suhas Mallesh
📐 ML Fundamentals
⚡ AI Lesson
2mo 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
2mo 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
2mo 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
2mo 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
2mo 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
📐 ML Fundamentals
⚡ AI Lesson
3mo 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
📐 ML Fundamentals
⚡ AI Lesson
3mo 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
📐 ML Fundamentals
⚡ AI Lesson
3mo 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
3mo 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
🤖 AI Agents & Automation
⚡ AI Lesson
3mo 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
🤖 AI Agents & Automation
⚡ AI Lesson
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
🔍 RAG & Vector Search
⚡ AI Lesson
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
⚡ AI Lesson
4mo 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
⚡ AI Lesson
4mo 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
☁️ DevOps & Cloud
⚡ AI Lesson
4mo 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
🔍 RAG & Vector Search
⚡ AI Lesson
4mo 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
⚡ AI Lesson
4mo 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...
DeepCamp AI