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Suhas Mallesh

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Azure ML Pipelines + Azure DevOps: CI/CD for ML with Terraform 🔁
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Azure ML Pipelines + Azure DevOps: CI/CD for ML with Terraform 🔁

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5 min read

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Agentic AWS - Day 2: Amazon Bedrock AgentCore Runtime
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Agentic AWS - Day 2: Amazon Bedrock AgentCore Runtime

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8 min read
Vertex AI Pipelines + Cloud Build: CI/CD for ML on GCP with Terraform 🔁
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Vertex AI Pipelines + Cloud Build: CI/CD for ML on GCP with Terraform 🔁

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5 min read
Agentic AWS - Day 1: Amazon Bedrock AgentCore Gateway
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Agentic AWS - Day 1: Amazon Bedrock AgentCore Gateway

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7 min read
SageMaker Pipelines: CI/CD for ML with Terraform 🔁
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SageMaker Pipelines: CI/CD for ML with Terraform 🔁

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5 min read
Azure ML Feature Store with Terraform: Managed Feature Materialization for Training and Inference 🗃️
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Azure ML Feature Store with Terraform: Managed Feature Materialization for Training and Inference 🗃️

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5 min read
Vertex AI Feature Store with Terraform: BigQuery Offline + Bigtable Online Serving 🗃️
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Vertex AI Feature Store with Terraform: BigQuery Offline + Bigtable Online Serving 🗃️

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5 min read
SageMaker Feature Store with Terraform: Centralized ML Features for Training and Inference 🗃️
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SageMaker Feature Store with Terraform: Centralized ML Features for Training and Inference 🗃️

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4 min read
Azure ML Online Endpoints: Deploy Your Model to Production with Terraform 🚀
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Azure ML Online Endpoints: Deploy Your Model to Production with Terraform 🚀

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5 min read
Vertex AI Endpoints: Deploy Your Model to Production with Terraform 🚀
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Vertex AI Endpoints: Deploy Your Model to Production with Terraform 🚀

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4 min read
SageMaker Endpoints: Deploy Your Model to Production with Terraform 🚀
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SageMaker Endpoints: Deploy Your Model to Production with Terraform 🚀

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5 min read
Azure ML Workspace with Terraform: Your ML Platform on Azure 🔬
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Azure ML Workspace with Terraform: Your ML Platform on Azure 🔬

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5 min read
Vertex AI Workbench with Terraform: Your ML Workspace on GCP 🔬
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Vertex AI Workbench with Terraform: Your ML Workspace on GCP 🔬

1
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5 min read
SageMaker Studio Domain with Terraform: Your ML Workspace on AWS 🔬
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SageMaker Studio Domain with Terraform: Your ML Workspace on AWS 🔬

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5 min read
Azure AI Agent + Bing Grounding: Real-Time Web Search with Terraform 📚
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Azure AI Agent + Bing Grounding: Real-Time Web Search with Terraform 📚

1
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5 min read
Vertex AI Agent + Google Search Grounding: Real-Time Facts with ADK and Terraform 📚
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Vertex AI Agent + Google Search Grounding: Real-Time Facts with ADK and Terraform 📚

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5 min read
Bedrock Agent + Knowledge Base: Ground Your Agent in Real Data with Terraform 📚
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Bedrock Agent + Knowledge Base: Ground Your Agent in Real Data with Terraform 📚

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5 min read
Multi-Agent Orchestration on Azure: Workflow Patterns with Agent Framework and Terraform 🧠
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Multi-Agent Orchestration on Azure: Workflow Patterns with Agent Framework and Terraform 🧠

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5 min read
Free AI Courses
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Free AI Courses

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1 min read
Multi-Agent Systems on GCP: Workflow Patterns with ADK and Terraform 🧠
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Multi-Agent Systems on GCP: Workflow Patterns with ADK and Terraform 🧠

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5 min read
Multi-Agent Orchestration on AWS: Supervisor Pattern with Terraform 🧠
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Multi-Agent Orchestration on AWS: Supervisor Pattern with Terraform 🧠

1
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5 min read
Azure AI Agent Function Calling: Connect Your Agent to APIs with Terraform 🔌
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Azure AI Agent Function Calling: Connect Your Agent to APIs with Terraform 🔌

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5 min read
Vertex AI Agent Tools: Connect Your Agent to APIs with ADK and Terraform 🔌
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Vertex AI Agent Tools: Connect Your Agent to APIs with ADK and Terraform 🔌

1
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5 min read
Bedrock Agent Action Groups: Connect Your Agent to APIs with Terraform 🔌
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Bedrock Agent Action Groups: Connect Your Agent to APIs with Terraform 🔌

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5 min read
Deploy Your First Azure AI Agent with Terraform: Model-Agnostic and Future-Proof 🤖
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Deploy Your First Azure AI Agent with Terraform: Model-Agnostic and Future-Proof 🤖

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5 min read
Deploy Your First Vertex AI Agent with Terraform and ADK: Model-Agnostic and Future-Proof 🤖
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Deploy Your First Vertex AI Agent with Terraform and ADK: Model-Agnostic and Future-Proof 🤖

4
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5 min read
Deploy Your First Bedrock Agent with Terraform: Model-Agnostic and Future-Proof 🤖
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Deploy Your First Bedrock Agent with Terraform: Model-Agnostic and Future-Proof 🤖

2
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5 min read
Auto-Sync RAG Pipeline: Blob Events to Azure AI Search with Terraform ⚡
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Auto-Sync RAG Pipeline: Blob Events to Azure AI Search with Terraform ⚡

1
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6 min read
Auto-Sync RAG Pipeline: GCS Events to Vertex AI RAG Engine with Terraform ⚡
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Auto-Sync RAG Pipeline: GCS Events to Vertex AI RAG Engine with Terraform ⚡

1
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5 min read
Auto-Sync RAG Pipeline: S3 Events to Bedrock Knowledge Base with Terraform ⚡
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Auto-Sync RAG Pipeline: S3 Events to Bedrock Knowledge Base with Terraform ⚡

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5 min read
GCP Defaults Every VM to Premium Network and You're Paying 40% More for Egress You Don't Need 🌐
Cover image for GCP Defaults Every VM to Premium Network and You're Paying 40% More for Egress You Don't Need 🌐

GCP Defaults Every VM to Premium Network and You're Paying 40% More for Egress You Don't Need 🌐

2
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6 min read
Spot the Savings 🎯 Run Non-Critical Workloads on Azure Spot VMs and Save Up to 90%
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Spot the Savings 🎯 Run Non-Critical Workloads on Azure Spot VMs and Save Up to 90%

1
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7 min read
Your Deleted VMs in GCP Left Behind 500GB of Orphaned Disks (They're Still on Your Bill) 👻
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Your Deleted VMs in GCP Left Behind 500GB of Orphaned Disks (They're Still on Your Bill) 👻

3
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6 min read
Right-Size or Pay the Price 📏 VM SKU Optimization Strategy with Terraform
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Right-Size or Pay the Price 📏 VM SKU Optimization Strategy with Terraform

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7 min read
Cosmos DB Vector Search for RAG: NoSQL-Native DiskANN on Azure with Terraform 🔎
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Cosmos DB Vector Search for RAG: NoSQL-Native DiskANN on Azure with Terraform 🔎

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6 min read
AlloyDB AI with pgvector for RAG: SQL-Native Vector Search on GCP with Terraform 🔎
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AlloyDB AI with pgvector for RAG: SQL-Native Vector Search on GCP with Terraform 🔎

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6 min read
S3 Vectors for RAG: The Cheapest Vector Store for Bedrock Knowledge Bases with Terraform 💰
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S3 Vectors for RAG: The Cheapest Vector Store for Bedrock Knowledge Bases with Terraform 💰

2
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5 min read
Bedrock Knowledge Base Advanced RAG with Terraform: Chunking, Hybrid Search, and Reranking 🧠
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Bedrock Knowledge Base Advanced RAG with Terraform: Chunking, Hybrid Search, and Reranking 🧠

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5 min read
Vertex AI RAG Engine Advanced RAG with Terraform: Chunking, Hybrid Search, and Reranking 🧠
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Vertex AI RAG Engine Advanced RAG with Terraform: Chunking, Hybrid Search, and Reranking 🧠

3
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6 min read
Azure AI Search Advanced RAG with Terraform: Hybrid Search, Semantic Ranking, and Agentic Retrieval 🧠
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Azure AI Search Advanced RAG with Terraform: Hybrid Search, Semantic Ranking, and Agentic Retrieval 🧠

1
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6 min read
That e2-standard-4 Uses 12% of Its CPU: Right-Size It and Save 40% Instantly 📐
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That e2-standard-4 Uses 12% of Its CPU: Right-Size It and Save 40% Instantly 📐

3
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6 min read
Cold Storage, Hot Savings 🧊 Automate Azure Blob Tiering with Terraform and Cut Storage Costs by 70%
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Cold Storage, Hot Savings 🧊 Automate Azure Blob Tiering with Terraform and Cut Storage Costs by 70%

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6 min read
Vertex AI Audit Logging with Terraform: Track Every AI Call from Prompt to Response 📋
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Vertex AI Audit Logging with Terraform: Track Every AI Call from Prompt to Response 📋

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6 min read
Bedrock Invocation Logging with Terraform: Every AI Call Tracked for Compliance 📋
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Bedrock Invocation Logging with Terraform: Every AI Call Tracked for Compliance 📋

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5 min read
You Already Own the License 🏷️ Enable Azure Hybrid Benefit in Terraform and Save 40% on Every Windows VM Instantly
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You Already Own the License 🏷️ Enable Azure Hybrid Benefit in Terraform and Save 40% on Every Windows VM Instantly

1
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6 min read
Azure AI Search RAG with Terraform: Your First RAG Pipeline on Azure 🔍
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Azure AI Search RAG with Terraform: Your First RAG Pipeline on Azure 🔍

1
Comments
4 min read
Azure AI Foundry Diagnostic Logging with Terraform: Every AI Call Tracked for Compliance 📋
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Azure AI Foundry Diagnostic Logging with Terraform: Every AI Call Tracked for Compliance 📋

1
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5 min read
Cloud Logging is Silently Eating Your GCP Budget at $0.50/GB (Here's How One Team Saved $140K) 📊
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Cloud Logging is Silently Eating Your GCP Budget at $0.50/GB (Here's How One Team Saved $140K) 📊

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Comments
6 min read
Vertex AI RAG Engine with Terraform: Your First RAG Pipeline on GCP 🔍
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Vertex AI RAG Engine with Terraform: Your First RAG Pipeline on GCP 🔍

2
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4 min read
Bedrock Knowledge Base with Terraform: Your First RAG Pipeline on AWS 🔍
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Bedrock Knowledge Base with Terraform: Your First RAG Pipeline on AWS 🔍

1
Comments
4 min read
Your Cloud Storage Bucket Has 2TB of Data Nobody Touched in 6 Months (You're Paying 16x Too Much) 💾
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Your Cloud Storage Bucket Has 2TB of Data Nobody Touched in 6 Months (You're Paying 16x Too Much) 💾

1
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5 min read
Your Cloud Bill Has Ghosts 👻 Orphaned Disks, IPs, and NICs Are Haunting Your Azure Subscription
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Your Cloud Bill Has Ghosts 👻 Orphaned Disks, IPs, and NICs Are Haunting Your Azure Subscription

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7 min read
Your Dev Environment Runs at Full Capacity 24/7 But Your Team Works 8 Hours: Scale It Down and Save 65% ⏰
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Your Dev Environment Runs at Full Capacity 24/7 But Your Team Works 8 Hours: Scale It Down and Save 65% ⏰

2
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6 min read
Azure AI Foundry Content Safety with Terraform: RAI Policies + Content Filters as Code 🛡️
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Azure AI Foundry Content Safety with Terraform: RAI Policies + Content Filters as Code 🛡️

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5 min read
Vertex AI Safety with Terraform: Model Armor + Gemini Content Filters as Code 🛡️
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Vertex AI Safety with Terraform: Model Armor + Gemini Content Filters as Code 🛡️

1
Comments
5 min read
Bedrock Guardrails with Terraform: Stop Your AI from Going Rogue 🛡️
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Bedrock Guardrails with Terraform: Stop Your AI from Going Rogue 🛡️

2
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11 min read
Stop Paying Full Price: Spot VMs Can Cut Your GCP Compute Bill by 91% 💰
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Stop Paying Full Price: Spot VMs Can Cut Your GCP Compute Bill by 91% 💰

1
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5 min read
Lights Out! 🌙 Your Dev VMs Run Full Power 24/7 But Your Devs Work 8 Hours - Scale Down and Stop Overpaying
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Lights Out! 🌙 Your Dev VMs Run Full Power 24/7 But Your Devs Work 8 Hours - Scale Down and Stop Overpaying

1
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8 min read
AWS Won't Stop Charging You. Ever. Deploy Budget Alerts as Code with Terraform Before It's Too Late 🔥
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AWS Won't Stop Charging You. Ever. Deploy Budget Alerts as Code with Terraform Before It's Too Late 🔥

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10 min read
Your Azure Bill Hit $20K and Nobody Noticed 😱 Deploy Budget Alerts as Code with Terraform
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Your Azure Bill Hit $20K and Nobody Noticed 😱 Deploy Budget Alerts as Code with Terraform

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7 min read
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