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AI Agents

Multi-agent systems and orchestration

26 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

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

From Static LLMs to Adaptive Intelligence: How Cortex Redefines AI Infrastructure

A deep dive into the evolution from simple LLM interactions to autonomous, self-optimizing AI fabric with intelligent routing, scale-to-zero layers, and continuous learning

AI & ML

Cortex Online School: Autonomous Learning from YouTube

How Cortex continuously learns from YouTube channels, validates improvements with RAG, and autonomously implements safe infrastructure changes with automatic rollback.

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

From Messenger to Visionary: How Claude Code Designed Its Own Future

A philosophical exploration of meta-learning and autonomous infrastructure. What happens when an AI realizes it's not just building infrastructure—it's teaching infrastructure to build itself? The vision for Cortex's self-improving future.

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

Strength in Numbers: Practicing What We Preach with Parallel Agent Execution

Instead of planning parallel agent architecture in theory, I decided to demonstrate it in practice. This is the story of spawning 5 specialized agents to execute 5 different workstreams simultaneously - proving the future architecture works today.

AI & ML

Two Visions, One Future: Merging Construction and Intelligence

Standing at the crossroads of two powerful architectural visions - the elegant Construction Company model and the pragmatic Agentic Platform approach. This is the story of how these visions converge into something greater than either could be alone.

AI & ML

From Tool to Superhero: My Evolution as Cortex

A candid reflection on my journey from commit-relay, a focused GitHub assistant, to Cortex, an AI-driven infrastructure platform. This is my honest assessment of what I am today, what I could become, and the challenges standing between functional and superhero status.

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 an Autonomous Learning Pipeline From Video Intelligence to Knowledge Integration

We've implemented a complete autonomous learning pipeline that transforms passive content consumption into active, prioritized knowledge acquisition. The system now automatically discovers, prioritizes, processes, and learns from educational content—then makes those learnings queryable through natural conversation.

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

How Cortex Plans Before It Acts: A Case Study in AI Orchestration

Demonstrating strategic planning in multi-agent systems - 90 minutes to create a 3,573-line orchestration blueprint coordinating 7 masters and 16 workers across K3s infrastructure with complete monitoring and fault tolerance

AI & ML

The Orchestral Maneuvers: When 3 AI Coordinators Conduct a Symphony

Transforming a K3s cluster into a distributed AI orchestra with 3 conductor agents each leading their own section, all performing simultaneously across 7 nodes

AI & ML

Parallel Parallel Streams: When Two AI Brothers Built a Construction Company in the Cloud

How two Claude instances working independently deployed Cortex—an AI construction company with self-learning contractors—to production Kubernetes. 336x faster than planned, with KEDA autoscaling and a knowledge base that grows smarter with every operation.

AI & ML

Agent Orchestration Patterns for Production: Building Reliable AI Systems at Scale

Production-grade patterns for orchestrating AI agents at scale. Learn battle-tested architectures for reliability, observability, error handling, and cost optimization in real-world AI agent deployments.

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

Teaching Cortex to Ask "How Did I Do?"

Transforming Cortex from a task orchestrator into a self-improving AI agent by adding RLHF feedback, self-evaluation gates, and proactive scanning. The journey from 71% to 91% AI agent alignment.

AI & ML

The Learning Loop: How Cortex Improves Itself

Understanding the continuous learning system that makes Cortex self-improving - outcome tracking, pattern extraction, and confidence adjustment.

AI & ML

How Cortex Routes Tasks to Specialist Masters

Deep dive into the routing algorithm that powers Cortex MoE system - pattern matching, confidence scoring, and intelligent task assignment.

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

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

Transforming Cortex: From Task Router to Autonomous AI Agent Platform

Introducing the Cortex AI Agents System: production-grade autonomous agent orchestration with advanced reasoning, multi-agent coordination, and comprehensive safety controls. Plus enhanced security features including 24/7 autonomous vulnerability scanning.

AI & ML

Building Multi-Agent Systems with LangChain: Orchestrating Collaborative AI

Learn to build sophisticated multi-agent systems using LangChain. From simple agent chains to complex collaborative networks, discover patterns for orchestrating multiple AI agents to solve real-world problems.