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AI & ML

Explore machine learning, AI agents, and autonomous systems

Machine Learning Deep learning, neural networks, and ML fundamentals
AI Agents Multi-agent systems and orchestration
Prompt Engineering Crafting effective prompts for AI systems
MoE Architecture Mixture of Experts patterns and implementation
LLM Integration Building with large language models
AI Development AI-accelerated development workflows
Building an AI Blog Writer: From Topic to Published Post with n8n, Claude, and GitHub
Latest

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.

Developer skills

Level up your development skills and productivity

Best Practices Industry-proven development patterns
Code Quality Writing maintainable and testable code
Testing Test-driven development and quality assurance
Debugging Effective debugging strategies and tools
Performance Optimization techniques and profiling
Career Growth Professional development and mentorship
Cutting Cortex LLM Costs by 90%: The Prompt Engineering Playbook
Latest

Cutting Cortex LLM Costs by 90%: The Prompt Engineering Playbook

Real-world cost optimization through strategic prompt engineering, smart model selection, and caching—with actual numbers from production

Engineering

Software architecture, system design, and infrastructure

Architecture System design and architectural patterns
Infrastructure DevOps, CI/CD, and cloud infrastructure
APIs REST, GraphQL, and API design
Databases Database design and optimization
Microservices Distributed systems and service architecture
Scalability Building systems that scale
Cleaning House: Migrating a 90-Deployment k3s Cluster to fabric-forge
Latest

Cleaning House: Migrating a 90-Deployment k3s Cluster to fabric-forge

A k3s cluster accumulated 90 deployments across 80 namespaces from a previous era. Here is the plan to strip it down and rebuild around fabric-forge.

Enterprise software

Building robust, scalable enterprise applications

Authentication OAuth, SSO, and identity management
Compliance GDPR, SOC2, and regulatory requirements
Data Management Enterprise data strategies and governance
Integration Enterprise system integration patterns
Monitoring Observability and incident management
Migration Legacy system modernization
Zero-Downtime Database Migrations
Latest

Zero-Downtime Database Migrations

Techniques and patterns for performing database schema migrations with zero downtime in production environments

News & insights

Latest trends, updates, and industry insights

Product Updates New features and announcements
Industry Trends Emerging technologies and patterns
Case Studies Real-world implementation stories
Community Developer community highlights
Interviews Expert insights and conversations
Research Technical research and findings
From Obstacles to Teammates: How Automation Built Itself a Better Partner
Latest

From Obstacles to Teammates: How Automation Built Itself a Better Partner

The story of fabric-forge and fabric/social — what happens when you stop fighting your tools and start listening to them.

Open Source

Contributing to and building open source software

Getting Started Your first open source contribution
Maintainership Managing open source projects
Licensing Understanding open source licenses
Community Building Growing and nurturing communities
Documentation Writing effective project docs
Sponsorship Funding and sustaining projects
Git-Steer Can Contribute to Other People's Repos Too
Latest

Git-Steer Can Contribute to Other People's Repos Too

Git-steer forked PegaProx, an open-source Proxmox management platform, audited the codebase, and submitted 10 pull requests in a single session.

Security

Application security, best practices, and threat mitigation

Authentication Secure auth patterns and implementation
Vulnerabilities Common security issues and fixes
Encryption Data protection and cryptography
DevSecOps Security in the development lifecycle
Compliance Security standards and regulations
Incident Response Handling security incidents
What the IBM X-Force Report Taught Us About Securing Our Own Tools
Latest

What the IBM X-Force Report Taught Us About Securing Our Own Tools

After reading the IBM X-Force Threat Intelligence Index, we audited git-steer — an MCP server with autonomous access to GitHub repos. Here's what we found and fixed.

LLM Integration

Building with large language models

9 posts

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

Cortex Adaptive Intelligence: Building a Self-Learning AI Orchestration Platform

How Cortex evolved from static routing to a self-learning system that reduces API calls by 65%, improves latency by 67%, and automatically optimizes model selection through vector-based similarity routing

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

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

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.