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Dinesh_gowtham

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MCA

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Senior software engineer

Claude Function Calling on Bedrock: Wiring a Stateless Lambda for Real‑Time AI Actions

Claude Function Calling on Bedrock: Wiring a Stateless Lambda for Real‑Time AI Actions

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9 min read

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How to Combine Claude’s Function Calling with SNS FIFO for Reliable, Ordered AI Notifications

How to Combine Claude’s Function Calling with SNS FIFO for Reliable, Ordered AI Notifications

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8 min read
Prompt Engineering with Claude: Getting Reliable JSON Output in TypeScript

Prompt Engineering with Claude: Getting Reliable JSON Output in TypeScript

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8 min read
EventBridge Pipes for AI Agents: Building a Self‑Contained Plan‑Act‑Observe Loop in Node.js

EventBridge Pipes for AI Agents: Building a Self‑Contained Plan‑Act‑Observe Loop in Node.js

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10 min read
AI Agents with SQS and Lambda: Build a Plan‑Act‑Observe Loop in Node.js

AI Agents with SQS and Lambda: Build a Plan‑Act‑Observe Loop in Node.js

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8 min read
ElastiCache for RAG: How to Store and Query Embeddings in Redis with Node.js and TypeScript

ElastiCache for RAG: How to Store and Query Embeddings in Redis with Node.js and TypeScript

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8 min read
Instant AI Code Reviews with S3 Object Lambda: How to Get Claude Feedback at Read Time

Instant AI Code Reviews with S3 Object Lambda: How to Get Claude Feedback at Read Time

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10 min read
How to Deploy a Retrieval‑Augmented Generation API on AWS App Runner — Explained Simply

How to Deploy a Retrieval‑Augmented Generation API on AWS App Runner — Explained Simply

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9 min read
Bedrock Grok 4.6 Explained Simply: Prompt Caching, Token Efficiency, and Node.js 22 Integration

Bedrock Grok 4.6 Explained Simply: Prompt Caching, Token Efficiency, and Node.js 22 Integration

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9 min read
How to Run a Resilient AI Agent on ECS Fargate Spot — Service Connect, Retry Logic, and Blue/Green Deploys

How to Run a Resilient AI Agent on ECS Fargate Spot — Service Connect, Retry Logic, and Blue/Green Deploys

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10 min read
Cursor AI Explained Simply: How the AI-Native Editor Understands Your Whole Codebase

Cursor AI Explained Simply: How the AI-Native Editor Understands Your Whole Codebase

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4 min read
How Claude's Vision Capabilities Actually Work: A Step-by-Step Guide

How Claude's Vision Capabilities Actually Work: A Step-by-Step Guide

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3 min read
Claude Code Assist: How Structured Output Works for Real-World Applications

Claude Code Assist: How Structured Output Works for Real-World Applications

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4 min read
MCP Explained Simply: How Model Context Protocol Actually Works Under the Hood

MCP Explained Simply: How Model Context Protocol Actually Works Under the Hood

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4 min read
AI Workflows Explained Simply: How to Combine Multiple AI Tools into Repeatable Daily Workflows

AI Workflows Explained Simply: How to Combine Multiple AI Tools into Repeatable Daily Workflows

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5 min read
Practical Prompt Engineering for Real-World Coding Tasks: 5 Techniques That Actually Improve LLM Outputs

Practical Prompt Engineering for Real-World Coding Tasks: 5 Techniques That Actually Improve LLM Outputs

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4 min read
AIPairProgramming Explained Simply: How AI Assistants Actually Understand Your Code

AIPairProgramming Explained Simply: How AI Assistants Actually Understand Your Code

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5 min read
RAG Explained Simply: How Retrieval-Augmented Generation Works Under the Hood

RAG Explained Simply: How Retrieval-Augmented Generation Works Under the Hood

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4 min read
Prompt Engineering Explained Simply: 5 Techniques to Improve Your LLM Outputs

Prompt Engineering Explained Simply: 5 Techniques to Improve Your LLM Outputs

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5 min read
ChatGPT Explained Simply: How AI Coding Assistants Actually Understand Your Code

ChatGPT Explained Simply: How AI Coding Assistants Actually Understand Your Code

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4 min read
Claude AI Assistants: How to Leverage Structured Output for Real-World Applications

Claude AI Assistants: How to Leverage Structured Output for Real-World Applications

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4 min read
How AI Agents Work: The Plan-Act-Observe Loop, Explained Step by Step

How AI Agents Work: The Plan-Act-Observe Loop, Explained Step by Step

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6 min read
How Claude's Context Window Actually Works: A Deep Dive

How Claude's Context Window Actually Works: A Deep Dive

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4 min read
TypeScript 5.5 Explained Simply: Mastering Inferred Type Predicates

TypeScript 5.5 Explained Simply: Mastering Inferred Type Predicates

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4 min read
Understanding Vector Databases: A Beginner's Guide to Embeddings and Similarity Search

Understanding Vector Databases: A Beginner's Guide to Embeddings and Similarity Search

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4 min read
AIEvaluation Reveals Shocking Truth: 80% of LLM Integrations Are Overpaying by $1,500/month

AIEvaluation Reveals Shocking Truth: 80% of LLM Integrations Are Overpaying by $1,500/month

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3 min read
We Replaced 70% of Our Lambda Functions with LLMIntegration — and Saved $6,000 on AWS Bills

We Replaced 70% of Our Lambda Functions with LLMIntegration — and Saved $6,000 on AWS Bills

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3 min read
Bedrock Direct Integration with Step Functions: The 40% Cost Savings We Never Expected

Bedrock Direct Integration with Step Functions: The 40% Cost Savings We Never Expected

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4 min read
We Deleted 300 Lines of Code After Discovering Node.js 22's Hidden Perf Feature

We Deleted 300 Lines of Code After Discovering Node.js 22's Hidden Perf Feature

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4 min read
Step Functions Broke Our Lambda Cold Starts — But Fixed Our EventBridge Delays

Step Functions Broke Our Lambda Cold Starts — But Fixed Our EventBridge Delays

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4 min read
IAM Access Analyzer Lied to Us: The $1,000/Month Overprovisioning Mistake

IAM Access Analyzer Lied to Us: The $1,000/Month Overprovisioning Mistake

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4 min read
Kinesis Data Firehose Is Not a Silver Bullet: How Undocumented Partition Key Limits Broke Our Real-Time Analytics Pipeline

Kinesis Data Firehose Is Not a Silver Bullet: How Undocumented Partition Key Limits Broke Our Real-Time Analytics Pipeline

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4 min read
We Replaced 20% of Our Lambda Functions with CDK Constructs — And Saved $12,000 on AWS Bills

We Replaced 20% of Our Lambda Functions with CDK Constructs — And Saved $12,000 on AWS Bills

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4 min read
Athena Query Performance Tanks After Migrating to Node.js 22: The Surprising Role of TypeScript Type Predicates

Athena Query Performance Tanks After Migrating to Node.js 22: The Surprising Role of TypeScript Type Predicates

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4 min read
ElastiCache Is Not a Silver Bullet: How We Fixed Node.js 22 Performance Issues with Undici and AsyncLocalStorage

ElastiCache Is Not a Silver Bullet: How We Fixed Node.js 22 Performance Issues with Undici and AsyncLocalStorage

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3 min read
TypeScript satisfies + AWS SDK v3: The Pattern That Changed How I Write Commands

TypeScript satisfies + AWS SDK v3: The Pattern That Changed How I Write Commands

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4 min read
The Hidden Cost of npm Package Bloat: How We Saved $10,000/month by Optimizing Our Lambda Dependencies

The Hidden Cost of npm Package Bloat: How We Saved $10,000/month by Optimizing Our Lambda Dependencies

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3 min read
VPC Lattice Is a Game-Changer for Service-to-Service Networking — But Beware the NAT Gateway Penalty

VPC Lattice Is a Game-Changer for Service-to-Service Networking — But Beware the NAT Gateway Penalty

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3 min read
CloudFront Cache Invalidation Costs Are Eating Into Our AWS Budget — Here's the Fix We Wish We Knew

CloudFront Cache Invalidation Costs Are Eating Into Our AWS Budget — Here's the Fix We Wish We Knew

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4 min read
We Replaced Jest With node:test in 12 Services — Here's What Broke and What Didn't

We Replaced Jest With node:test in 12 Services — Here's What Broke and What Didn't

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4 min read
We Replaced Redis with ElastiCache and Got 3x Better Performance for 20% of the Cost

We Replaced Redis with ElastiCache and Got 3x Better Performance for 20% of the Cost

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4 min read
The Confused Deputy Problem in AWS: Why Your Cross-Account Lambda Might Be Exploitable

The Confused Deputy Problem in AWS: Why Your Cross-Account Lambda Might Be Exploitable

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3 min read
We Spent 3 Months Mastering CDK TypeScript Generics — Here's the One Thing That Broke

We Spent 3 Months Mastering CDK TypeScript Generics — Here's the One Thing That Broke

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5 min read
Why IAM Roles for AWS Lambda Are Overkill: A Simpler Alternative Using IAM Policies

Why IAM Roles for AWS Lambda Are Overkill: A Simpler Alternative Using IAM Policies

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3 min read
typescript 55 satisfies changed our aws sdk v3commands

typescript 55 satisfies changed our aws sdk v3commands

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4 min read
cdk type script migration silos

cdk type script migration silos

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3 min read
We Replaced Jest with Node's Built-in Test Runner in 12 Services — The 3 Lines of Code That Made It Possible

We Replaced Jest with Node's Built-in Test Runner in 12 Services — The 3 Lines of Code That Made It Possible

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3 min read
Athena Queries Broke the Bank: How We Saved $1200 by Fixing 3 Simple Mistakes

Athena Queries Broke the Bank: How We Saved $1200 by Fixing 3 Simple Mistakes

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4 min read
The Dirty Truth About npm Package Versions: How We Broke Our Lambda Deployment

The Dirty Truth About npm Package Versions: How We Broke Our Lambda Deployment

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4 min read
Kinesis Data Firehose Is Burning Our Budget: One Setting Changed Everything

Kinesis Data Firehose Is Burning Our Budget: One Setting Changed Everything

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4 min read
S3 Express One Zone Broke Our Code: The Hidden API Differences

S3 Express One Zone Broke Our Code: The Hidden API Differences

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4 min read
Lambda Cold Starts Are Not Solved — They Moved to INIT Phase

Lambda Cold Starts Are Not Solved — They Moved to INIT Phase

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3 min read
Bun on Lambda Is Faster Than Node.js 22 — But Is It Production Ready?

Bun on Lambda Is Faster Than Node.js 22 — But Is It Production Ready?

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3 min read
SQS Partial Batch Failure: The Default That Silently Drops Your Messages

SQS Partial Batch Failure: The Default That Silently Drops Your Messages

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5 min read
We Replaced 4 Lambdas with EventBridge Pipes and Saved $1,200/month

We Replaced 4 Lambdas with EventBridge Pipes and Saved $1,200/month

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3 min read
We Replaced XRay with OpenTelemetry + CloudWatch — Here's the Migration Path

We Replaced XRay with OpenTelemetry + CloudWatch — Here's the Migration Path

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5 min read
Node.js with AWS SDK v3 – A Complete Integration Guide

Node.js with AWS SDK v3 – A Complete Integration Guide

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7 min read
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