Insights
Field notes from production
If it's here, it's because I used it, tested it, or watched it fail and wanted to write down why.
ArticleRead more12 min readHow AI Agents Remember Things
AI agents are stateless by default. Here's how memory systems actually work, covering the storage patterns, lifecycle triggers, and architecture behind agents that remember you.
ai-agentsagent-memorycontext-engineering- ArticleRead more12 min read
Building a Linear-Driven Agent Loop with Claude Code
How I built a bash-based agent loop that pulls work from Linear, implements features, runs code review, and opens pull requests autonomously.
claude-codeai-coding-toolsagentic-development 
VideoWatch the video1 min watch2. Building CreatorSignal: AI Agent Teams Build Features in Parallel (LIVE)
I used Claude Code's new Agent Teams to have multiple AI agents build features for my Rails app in parallel -- live and unedited.
livestreamagent-teamsparallel-agents
VideoWatch the video22 min watchYou're Not Behind on AI. You're Just Overcomplicating It.
Get started with AI coding tools today, even if you feel behind. This is the practical guide for experienced developers who are overwhelmed by AI news and
team-adoptionai-toolsgetting-started
VideoWatch the video1 min watch1. Building CreatorSignal: Rails Auth & Deploy from Scratch (LIVE)
I built a Rails app from scratch using only Claude Code as my AI coding partner. Here's the full, unedited session showing my real workflow for AI-augmented
livestreamrailsai-workflow
ArticleRead more14 min readMCPs vs Agent Skills: Understanding the Difference
MCPs give Claude capabilities. Skills teach Claude workflows. Here's the mental model I use to decide which one I need.
claude-codeai-coding-toolsagent-skills
VideoWatch the video10 min watchHow OpenClaw Works: The Architecture Behind the 'Magic'
OpenClaw agent architecture explained: How autonomous AI agents like ClawdBot create the illusion of sentience using just inputs, queues, and a loop.
agent-architectureagent-loopsopenclaw
VideoWatch the video12 min watchClaude Code Git Worktree Setup: Run Multiple Agents in Parallel
Git worktrees + Claude Code = parallel AI agent workflows without conflicts.
git-worktreesparallel-agentsclaude-code
VideoWatch the video7 min watchClaude Code Tutorial: Build Your First Skill in 10 Minutes
Claude Code tutorial: Learn how to build your first Claude Code skill—a reusable workflow that automates test-driven development. One markdown file, and Claude
agent-skillsclaude-codetdd
Nothing matches those filters.