Topic
Automation
18 posts on automation — guides and lab notes from real runs on hardware we own. New posts land here automatically. Start anywhere, or grab the copy-paste prompts that ship with them.
- 4 min read
A self-healing system can't heal an empty queue
Automated recovery only fixes a broken machine. When the real failure is an empty queue, retrying does nothing forever. Two failures, one red box, opposite repairs.
- 4 min read
When Not to Use an AI Agent
Most AI advice tells you to ship more agents. Here is the honest opposite: the four times a plain script and a human beat an agent, learned running a fleet daily.
- 4 min read
Your Cron Jobs Lie - Why I Built an Outcome Checker
Scheduled tasks exit 0 even when the work never happened. Here is the outcome layer I built on top of my agent fleet, and why it shipped before any new dashboard.
- 5 min read
The Silent-Success Trap: Your Monitoring Is Green and You Still Shipped Nothing
Every dashboard was green and zero blog posts went live. Exit codes tell you the job ran, not that the outcome happened. Here is how to check the real artifact instead.
- 6 min read
auth.md: How AI Agents Will Sign Your Users Up
A new open protocol lets AI agents register users with your app, no signup form. Here is how it works and what breaks.
- 6 min read
Claude Opus 4.8: What Actually Changed for AI Agent Builders
Claude Opus 4.8 dropped May 28, 2026. Same price as 4.7, higher SWE-bench scores, and a model that flags its own mistakes. Here is what actually changed if you build AI agents.
- 6 min read
The AI Whirlwind: Why Your Local Agent Matters More Than Ever
Amidst the big tech AI boom and new policy discussions, discover why building ethical, autonomous AI agents on consumer hardware is critical. Explore practical engineering insights and Python tips for true local control.
- 5 min read
Securing Your AI Agents: Essential Practices for On-Device Automation
The AI world is buzzing, but recent events highlight the critical need for secure and efficient AI agents. Discover practical engineering steps for building reliable automation directly on your hardware.
- 5 min read
Decoding the AI Summer: Building Accountable Agents for the User
As the AI world heats up, learn how to build AI agents that prioritize user control and transparency. Discover practical strategies for creating observable and accountable automation on your own hardware.
- 6 min read
The Age of Accountable Agents: Building Trust in Your AI Automation
In the new era of AI, simply building smart agents isn't enough. Discover how to architect automated systems for true accountability, user trust, and ethical operation, empowering local AI developers.
- 6 min read
One Person, 12 Agents, a Holding Company
Stanford, Karpathy, and Bridgewater independently confirmed that one person plus N agents is the right architecture. I have been running it for a holding company. Here is what it looks like.
- 7 min read
OpenClaw AI Agent Review 2026: 3 Real Tests, 1 Verdict
Is OpenClaw production-ready? We ran 3 real workloads — RAG, tool-calling, multi-step chains — against LangGraph. Here's exactly where it wins and where it breaks. (2026)
- 7 min read
Custom vs. Off-the-Shelf AI Agents for Small Business
Off-the-shelf AI agents fail when your workflow is the edge. Here's when custom development actually pays off for small business.
- 8 min read
Multi-Agent AI for Business: Do You Need It in 2026?
Most businesses do not need multi-agent AI yet — but some do. 5 questions to find out which camp you are in, with real cost and complexity benchmarks.
- 10 min read
AI Agent Pricing 2026: Real Cost from $500 DIY to $150K [Guide]
What does an AI agent actually cost? We surveyed 40+ real builds — API spend, dev hours, infra, and the hidden costs that blow budgets. Tier-by-tier, $500 to $150K. (2026)
- 7 min read
n8n vs Make vs Custom Code: 2026 AI Automation Decision Guide
Tested all three across 20+ real automations. n8n wins for speed, Make for non-coders, custom scripts when it gets complex. Side-by-side pricing, limits, and the exact use case each one owns.
- 7 min read
The Async Automation Playbook: How to Eliminate Manual Work Without Meetings
My framework for identifying, scoping, and building automations without a single meeting. Used on every client engagement.
- 7 min read
The Future of AI and Next.js
How AI agents are changing the way we build with Next.js — from agentic development to shipping 10x faster as a solo engineer.
The AI agent build notes
Real costs, real tools, no fluff. M-F when I ship, publish, or learn something worth sending.