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AI Development

AI-accelerated development workflows

23 posts

AI & ML

Building an AI Blog Writer: From Topic to Published Post with n8n, Claude, and GitHub

How I built an AI agent that researches my 216 blog posts, generates complete drafts with validated frontmatter, and commits directly to GitHub. Paste a topic, get a production-ready post. The first of five components in an autonomous blog publishing system.

AI & ML

RAG Chatbot Build Guide: From Plan to Production

How we turned 212+ blog posts into a searchable AI knowledge base with n8n, Qdrant Cloud, Voyage AI, and Claude. The vision, the reality, what broke, and where it's going. Includes architecture diagrams, problem-solving walkthroughs, and the exact technical components that make it work.

AI & ML

Building a RAG Chatbot for My Blog with n8n, Qdrant Cloud, and Claude

How I turned 212 blog posts into a searchable AI assistant using n8n workflows, Voyage AI embeddings, Qdrant Cloud vector search, and Anthropic Claude — and what I learned about the messy reality of building RAG systems.

AI & ML

The Layer Activator: How Cortex Scaled to 1000+ Workers Without Drowning in Memory

From 200+ always-on pods consuming 96% cluster memory to a serverless architecture that scales on-demand. The journey to building the Layer Activator—Cortex's traffic cop for intelligent MCP stack orchestration.

AI & ML

Infrastructure as Training Data: When AI Systems Learn Like Organizations Do

What if AI infrastructure could mirror how great organizations develop talent? Instead of training specialists first, deploy self-contained layers that scale to zero, learn through operation, and graduate into specialization when proven.

AI & ML

Living Documentation: When Knowledge Becomes a Neural Network

Documentation isn't static files in a repo. It's a living, breathing network where every document connects to others, relationships emerge organically, and knowledge propagates through the system like neural signals. This is what happens when documentation becomes intelligent.

AI & ML

The WRAP Framework Building an AI Coding Agent for Infrastructure Automation

Infrastructure development is fundamentally changing through AI-assisted development. We're implementing the WRAP framework—a methodology that maximizes human-AI collaboration in software development, amplifying developer capabilities while preserving human judgment for critical decisions.

AI & ML

Building a Local LLM Router Mesh for Cortex Orchestration

Why I shifted from cloud-first routing to a distributed local LLM architecture — cutting latency by 90% and API costs by 88%.

AI & ML

A/B Testing AI Prompts: Data-Driven Prompt Engineering in Production

Learn how to measure, compare, and optimize AI prompts using statistical A/B testing. Real production experiments, metrics, and decision frameworks.

AI & ML

The Night Cortex Built Its Own Chat Interface: A DevOps Christmas Story

My AI orchestration system just built itself a web interface - with streaming responses, authentication, and infrastructure integration, all running on K3s in 4 hours

AI & ML

PyTorch Neural Routing in Production

How Cortex combines PyTorch neural networks with pattern matching for hybrid task routing - architecture, training pipeline, and production deployment.

AI & ML

Building an Enterprise-Grade Unified Data & AI Catalog for Cortex

Implementing Databricks-proven governance patterns in a multi-agent AI system - automated asset discovery, complete lineage tracking, and natural language search across 42+ cataloged assets

AI & ML

How Cortex Built Itself: A Meta-Programming Journey Through Construction HQ Phases 4-8

A technical deep-dive into autonomous AI agents building production infrastructure in parallel. In 90 minutes, 7 parallel agents built 27,000+ lines of production-ready code implementing knowledge bases, K8s integration, governance, and self-healing capabilities.

AI & ML

How Cortex Learned to Write: Autonomous Blog Post Creation

Deep dive into how Cortex analyzes the blog repository, learns content patterns, and autonomously creates SEO-optimized blog posts with animated SVG heroes.

AI & ML

Cortex Builds Cortex: Self-Optimization Through Meta-Execution

Using Cortex to implement its own self-optimization framework - 16 tasks across 5 parallel tracks building adaptive learning, meta-intelligence, and autonomous improvement capabilities

AI & ML

Test Generation with Large Language Models

Practical approaches to using LLMs for generating unit tests, integration tests, and edge cases, including patterns for quality control and validation.

AI & ML

Cortex Builds Itself: The EUI Dashboard Inception Mode Journey

How Cortex autonomously built its own monitoring dashboard in 20 minutes using Mixture of Experts orchestration. A demonstration of true autonomous development - the system building and improving itself.

AI & ML

Implementing Mixture of Experts in Production

Practical guide to deploying Mixture of Experts models in production environments, covering infrastructure requirements, routing strategies, monitoring, and operational best practices.

AI & ML

AI-Assisted Code Review Workflows

Practical patterns for integrating AI into code review workflows, from automated PR analysis to intelligent suggestions, without replacing human judgment.

AI & ML

ATSFlow: AI-powered resume optimization tool that matches resumes to job descriptions and ensures ATS/LPS compatibility

AI-powered resume optimization tool that matches resumes to job descriptions and ensures ATS/LPS compatibility

AI & ML

LLM API Rate Limiting and Retry Strategies

Production-ready patterns for handling LLM API rate limits, implementing exponential backoff, and building resilient AI applications that gracefully handle failures.

AI & ML

Building RAG Systems with Vector Databases

A comprehensive guide to building production-ready Retrieval-Augmented Generation (RAG) systems using vector databases, semantic search, and LLM integration patterns.

AI & ML

DriveIQ: AI-Powered Vehicle Management for Your Toyota 4Runner

Track maintenance, set reminders, and consult your vehicle manual with AI assistance. DriveIQ brings intelligent vehicle management to your 2018 Toyota 4Runner SR5 Premium.