Videos
Watch it get built
Weekly videos on Claude Code, AI agent architecture, and production AI engineering — from someone who ships this daily.
VideoWatch the videoMy Agentic Coding Workflow on a Real Feature, Start to Finish
I take a real feature from spec to merged PRs with Claude Code, Codex, and Pi: shaping, stacked PRs, a local model for slices, and review.
agentic-codingai-workflowstacked-prs
VideoWatch the video11 min watchHow to Build a Personal AI Assistant Like Grok Bot
A Grok Bot-style assistant needs authenticated tools and its own computer. I build one in Mastra with Composio over MCP and E2B computer use.
mastracomposiomcp
VideoWatch the video22 min watchI Built a Renewal Risk Agent with Docusign MCP
Signed contracts that quietly auto-renew are where procurement money leaks. I built an agent on Docusign MCP that catches it before it does.
ai-agentsmcphuman-in-the-loop
VideoWatch the video11 min watchConnect Grok Bot to Your Own AI Agents (A2A Protocol)
Grok Bot can reach your own agents without a plugin and without wrapping them in MCP tools. It goes through the agent-to-agent protocol, A2A.
a2aagent-architecturemastra
VideoWatch the video14 min watchHerdr: Why Developers Are Replacing Tmux with AI Agents
Herdr is a terminal multiplexer built for running AI coding agents like Claude Code, Codex, and Pi side by side.
herdrclaude-codeparallel-agents
VideoWatch the video16 min watchMy AI Agent Now Tests PRs in Isolated Sandboxes
This triage agent spins up an isolated Railway sandbox per Dependabot PR, works out whether the change reaches your code, and proves the tests would catch it.
mastrasoftware-factorydependabot
VideoWatch the video9 min watchRails Gives AI Agents What They Actually Need
Rails gives AI agents what most stacks don't: conventions, strong defaults, and less custom infrastructure to verify.
railsagent-readyai-agents
VideoWatch the video15 min watchBuilding a Software Factory: How Much Should You Delegate to the Agent?
A software factory is not all-or-nothing autonomy. I build a read-only Dependabot triage agent in Mastra and show where delegation should start.
agent-architecturemastraworkflow-design
VideoWatch the video5 min watchThe Engineering Headcount Math Just Broke
AI coding agents broke the old headcount-equals-output math. Small senior teams now outship larger orgs, and verification is the new bottleneck.
production-aiai-agentsteam-structure
VideoWatch the video13 min watchI Added ACP to My Mastra Agent So It Can Work in Repos
ACP is the layer that lets my Mastra agent hand real repo work to Claude Code instead of stopping at advice.
agent-architecturemastraclaude-code
VideoWatch the video17 min watch5 Engineering Loops I'd Actually Run with Codex
Engineering loops are where Codex stops being a scheduler and starts acting like an operational teammate.
codexautomationagent-loops
VideoWatch the video9 min watchStop Giving Your Agent Every Tool
Large tool catalogs break agent context. Tool search fixes that by letting agents discover and load only what they need.
tool-searchtool-usemastra
VideoWatch the video20 min watchTreat Your AI Agent Like a New Engineer
Most AI coding agent failures are not prompt problems. They are onboarding problems.
codebase-readinessagents-mdcodex
VideoWatch the videoClaude Code Agent View: One Screen for Every Background Session
Anthropic's new way to dispatch and manage many Claude Code sessions from one screen — what each row tells you and the shortcuts I use day-to-day.
claude-codeagent-viewbackground-sessions
VideoWatch the videoI Hit My Claude Code Limit and Tried Codex
After two weeks running Codex CLI as my daily driver, I didn't switch from Claude Code — I split. Here's how to share your setup across both tools.
claude-codecodexagents-md
VideoWatch the video14 min watchYour AI Assistant Doesn't Need a Bigger Model. It Needs Colleagues
The multi-agent supervisor pattern in Mastra: eight specialist agents on one local LLM, one supervisor, structural trust boundaries — using TypeScript.
agent-architecturemulti-agentmastra
VideoWatch the video20 min watchKarpathy's LLM Knowledge Base, Wired Into a Real Agent
How to build Karpathy's LLM knowledge base into a production AI agent using Claude Code plan mode, an Obsidian vault, and a local LLM.
claude-codeskillsplan-mode
VideoWatch the video22 min watchThe Quality Loop Your AI Agent Is Missing (Evals + Tracing)
Add an LLM-as-judge scorer to a Mastra agent, catch a fabricated action item your tests would never flag, and fix the prompt — no custom infra.
evalsobservabilityagent-quality
VideoWatch the videoThe Observability Layer Your AI Agent Is Missing
Logs tell you what happened. Traces tell you why. The three layers of agent observability, and where silent failures actually live.
observabilityagent-architectureproduction-ai
VideoWatch the videoAI Agent Evals: The 4 Layers Most Teams Skip
Most teams evaluate AI agents by vibes. Here are the four layers of evals you actually need to ship agents with confidence.
evalsagent-architectureproduction-ai
VideoWatch the videoI Gave My AI Agent Access to My Second Brain
What happens when you wire an AI agent directly into your Obsidian vault? Here's the setup I use to turn notes into real leverage.
obsidianagent-architecturememory-systems
VideoWatch the videoAutomate Everything With Claude Code Channels and Webhooks
Claude Code Channels let you connect your coding sessions to Telegram, Discord, webhooks, or any custom UI — here's how they work.
claude-codewebhooksmcp-servers
VideoWatch the video6 min watchYour Codebase Is the Problem, Not the AI Model
When AI agents don't follow your team's conventions, the instinct is to fix the prompt or switch models. The real bottleneck is usually the codebase itself.
codebase-readinessteam-adoptionai-workflow
VideoWatch the video1 min watch3. Building CreatorSignal: From Report to Refinement (LIVE)
This stream picks up where the last one left off. CreatorSignal is an idea validation tool for YouTube creators: you submit a video concept, a research agent
livestreamrefactoringcode-review
VideoWatch the video12 min watchI Audited My Claude Code Config and Found 32% Was Wasted
I ran a new skill called Claudit on my Claude Code configuration and discovered that roughly 32% of my CLAUDE.md was doing nothing. Duplicate instructions,
claude-mdcontext-managementconfiguration
VideoWatch the video13 min watchHow AI Agents Search Their Memory
In my last video, I covered how AI agents store memory. But storing it is only half the problem. In this one, we dig into how agents retrieve the right memory
memory-systemsragsemantic-search
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
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
VideoWatch the video6 min watchDebug Production Errors in 5 Minutes with Claude AI
Today I'm showing you exactly how I debug production errors using Claude Code and the Sentry MCP—in a real Rails application.
debuggingsentry-mcpclaude-code
VideoWatch the video11 min watchGetting Started with Claude Code
Learn how to set up Claude Code and start using it on your existing projects in under 15 minutes. No more vibe coding - get real AI-assisted development that
claude-codegetting-startedai-development
Nothing matches those filters.