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Joseph Velliah

Fulfilling God's purpose for my life

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A collection of 13 posts

Designing AI Agent Tools: Cut Token Costs 70% (MCP Case Study)
January 24, 2026 13 min read

Designing AI Agent Tools: Cut Token Costs 70% (MCP Case Study)

Design AI agent tools (MCP, LangChain, or custom) that cut token cost 60-70% without losing accuracy.

AI

AWS DevOps Agent: AI-Powered Incident Investigation
December 5, 2025 10 min read

AWS DevOps Agent: AI-Powered Incident Investigation

AWS DevOps Agent uses AI to investigate production incidents in seconds. A first look at what it does and where it fi...

AWS

Docker MCP Catalog and Toolkit: Simpler AI Agent Integrations
October 18, 2025 4 min read

Docker MCP Catalog and Toolkit: Simpler AI Agent Integrations

Discover, configure, and run MCP servers with Docker's MCP Catalog and Toolkit.

Docker

Build a Bible MCP Server: A Complete Custom AI Tool Guide
August 24, 2025 4 min read

Build a Bible MCP Server: A Complete Custom AI Tool Guide

Build an MCP server on Cloudflare Workers that gives Claude access to Bible verses and cross-references.

MCP Server

How to Get Consistent AI Results: 7 Parameter Controls
July 12, 2025 1 min read

How to Get Consistent AI Results: 7 Parameter Controls

Inconsistent AI output? Learn 7 parameter controls (temperature, top-p, seeds and more) that turn unpredictable respo...

LLM

Docker Model Runner: Run AI Models Locally
April 7, 2025 4 min read

Docker Model Runner: Run AI Models Locally

Run local AI models with Docker Model Runner using Docker Hub models and OpenAI-compatible APIs.

Docker

DeepSeek vs OpenAI: How the AI Race Is Heating Up
February 1, 2025 1 min read

DeepSeek vs OpenAI: How the AI Race Is Heating Up

Compare DeepSeek and OpenAI on cost, performance, and openness from a builder's point of view.

AI

Kubernetes Sidecar Containers: Beyond the Basics
December 29, 2024 11 min read

Kubernetes Sidecar Containers: Beyond the Basics

Advanced sidecar techniques: file sharing, process communication and dynamic configuration to extend your Kubernetes ...

AI

Intelligent Kubernetes Event Summarizer: A Step-by-Step Guide with a Demo
November 10, 2024 4 min read

Intelligent Kubernetes Event Summarizer: A Step-by-Step Guide with a Demo

Summarize noisy Kubernetes events with OpenAI so on-call gets a short, readable brief.

AI

Leveraging eBPF for Container Network Monitoring with Cilium
October 10, 2024 4 min read

Leveraging eBPF for Container Network Monitoring with Cilium

Monitor Kubernetes container networking with Cilium and eBPF for visibility and security signals.

AI

Automating Code Reviews with GitLab CI/CD and Ollama
May 11, 2024 5 min read

Automating Code Reviews with GitLab CI/CD and Ollama

Automate Python code reviews with GitLab CI/CD and Ollama AI, improving code quality, catching issues, and enforcing ...

DevSecOps

AI-Driven ServiceNow Incident QnA Bot using Amazon Bedrock
January 14, 2024 1 min read

AI-Driven ServiceNow Incident QnA Bot using Amazon Bedrock

Build a ServiceNow incident QnA bot with Amazon Bedrock for faster ticket lookup.

ServiceNow

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