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Suhas Mallesh

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

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

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5 min read

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

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 📚

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 🧠

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

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5 min read
Free AI Courses

Free AI Courses

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

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 🧠

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

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

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 🔌

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

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

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 🤖

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 🤖

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

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

Deploy Your First Bedrock Agent with Terraform: Model-Agnostic and Future-Proof 🤖

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

Auto-Sync RAG Pipeline: Blob Events to Azure AI Search with Terraform ⚡

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

Auto-Sync RAG Pipeline: GCS Events to Vertex AI RAG Engine with Terraform ⚡

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

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 🌐

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

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

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

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

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

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

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 🔎

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 🔎

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 💰

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

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

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 🧠

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

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

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

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

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

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

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 📋

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

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

Azure AI Search RAG with Terraform: Your First RAG Pipeline on Azure 🔍

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

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

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

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

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

Vertex AI RAG Engine with Terraform: Your First RAG Pipeline on GCP 🔍

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

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

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

Azure AI Foundry Diagnostic Logging with Terraform: Every AI Call Tracked for Compliance 📋

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

Bedrock Knowledge Base with Terraform: Your First RAG Pipeline on AWS 🔍

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

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

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

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% ⏰

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

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 🛡️

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

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

Bedrock Guardrails with Terraform: Stop Your AI from Going Rogue 🛡️

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

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

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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

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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8 min read
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. 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

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

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7 min read
Never Get a Surprise GCP Bill Again: Budget Alerts as Code with Terraform 🚨

Never Get a Surprise GCP Bill Again: Budget Alerts as Code with Terraform 🚨

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5 min read
Your Azure Account is AI-Ready: Deploy your first AI endpoint with Terraform in 10 minutes⚡

Your Azure Account is AI-Ready: Deploy your first AI endpoint with Terraform in 10 minutes⚡

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7 min read
Your GCP Account is AI-Ready: Deploy your first AI endpoint with Terraform in 10 minutes⚡

Your GCP Account is AI-Ready: Deploy your first AI endpoint with Terraform in 10 minutes⚡

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7 min read
Stop the Bleed: Enforce Mandatory Tagging on Azure with Terraform & Azure Policy

Stop the Bleed: Enforce Mandatory Tagging on Azure with Terraform & Azure Policy

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6 min read
Label Everything or Lose Everything: The #1 GCP Cost Move You're Probably Skipping 🏷️

Label Everything or Lose Everything: The #1 GCP Cost Move You're Probably Skipping 🏷️

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4 min read
Your AWS Account is AI-Ready: Deploy your first AI endpoint with Terraform in 10 minutes⚡

Your AWS Account is AI-Ready: Deploy your first AI endpoint with Terraform in 10 minutes⚡

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5 min read
AWS Data Transfer Pricing Makes No Sense - Until You See This Cheat Sheet 🗺️

AWS Data Transfer Pricing Makes No Sense - Until You See This Cheat Sheet 🗺️

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6 min read
Your Aurora Database Runs at 10% Capacity Most of the Day - Let It Scale to Match 🎢

Your Aurora Database Runs at 10% Capacity Most of the Day - Let It Scale to Match 🎢

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5 min read
Stop Overpaying for Secrets You Never Rotate: Migrate to SSM Parameter Store with Terraform 🔐

Stop Overpaying for Secrets You Never Rotate: Migrate to SSM Parameter Store with Terraform 🔐

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5 min read
That 500GB EBS Volume is 90% Empty: Right-Size It and Stop Wasting Money 💾

That 500GB EBS Volume is 90% Empty: Right-Size It and Stop Wasting Money 💾

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7 min read
Your Lambda Memory is Wrong: Auto-Tune It and Save 40% in Minutes ⚡

Your Lambda Memory is Wrong: Auto-Tune It and Save 40% in Minutes ⚡

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6 min read
Running Redis 24/7? You're Leaving 40% on the Table Without Reserved Nodes 🔥

Running Redis 24/7? You're Leaving 40% on the Table Without Reserved Nodes 🔥

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5 min read
Your Dev Database Has Multi-AZ Enabled (You're Paying Double for No Reason) 💸

Your Dev Database Has Multi-AZ Enabled (You're Paying Double for No Reason) 💸

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5 min read
DynamoDB On-Demand is Bleeding You Dry: Switch to Provisioned and Save 60% 💰

DynamoDB On-Demand is Bleeding You Dry: Switch to Provisioned and Save 60% 💰

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5 min read
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