Automation Articles
Browse 370 articles about Automation.
How to Build an Agentic Business OS with Claude Code: Architecture and Setup Guide
Learn the full architecture behind an agentic operating system built on Claude Code skills—brand context, memory layers, skill chaining, and self-maintenance.
What Is the AI Coordination Overhead Problem? Why Talented People Work at 25% Capacity
Most high performers spend 75% of their time on coordination—meetings, syncs, emails. Here's how AI agents eliminate that overhead and unlock real output.
How to Use AutoResearch to Optimize Any Business Metric Autonomously
AutoResearch runs experiments in a loop to improve any measurable metric—cold email reply rates, landing page conversions, ad copy—with zero human involvement.
What Is Claude's Agentic Operating System? How Skills Chain Into Business Workflows
Claude Code skills become most powerful when connected into systems. Learn how shared brand context, memory, and chained skills create an agentic OS.
How to Use GitHub Actions to Run AutoResearch Experiments on a Schedule
Deploy an AutoResearch loop to GitHub Actions to run A/B experiments on cold email, landing pages, or AI skills automatically every hour without a server.
How to Build a Self-Improving AI Skill System for Marketing and Content Creation
Chain Claude Code skills with shared brand context, a learnings loop, and eval scoring to build a marketing system that improves automatically over time.
How to Build a Self-Maintaining AI System with Heartbeat and Wrap-Up Skills
Learn how to build an AI system that syncs itself automatically using heartbeat scans and wrap-up skills inspired by OpenClaw's memory architecture.
Shared Brand Context vs Context Folder: The Two Memory Layers Every AI System Needs
Understand the difference between static brand context and dynamic context folders in agentic AI systems, and why both are essential for reliable outputs.
What Is Speed of Control? The Attention Management Skill That Unlocks AI Agent Performance
Speed of control—making high-quality decisions quickly across multiple agents—is more important than span of control. Here's how to develop it.
What Is Perplexity Computer? The AI Agent That Runs Tasks on Mac Mini Hardware
Perplexity Computer is an AI agent that runs on dedicated Mac Mini hardware to handle tasks like recruiting, slide decks, and marketing analysis 24/7.
What Is an AI Coding Agent Harness? How Stripe, Shopify, and Airbnb Build Reliable AI Workflows
Enterprise teams at Stripe, Shopify, and Airbnb are building structured AI workflow engines. Here's what they are and how to apply the pattern yourself.
How to Use the AutoResearch Loop for Cold Email Optimization with GitHub Actions
Connect your cold email platform API, define a reply rate metric, and run an autonomous challenger-baseline loop on a schedule using GitHub Actions.
How to Use AutoResearch to Optimize Landing Pages and Ad Copy Autonomously
Apply Karpathy's AutoResearch loop to marketing: set a conversion rate metric, connect your platform API, and let agents improve your copy overnight.
ChatGPT for Excel: How to Use AI to Build and Update Spreadsheet Models
ChatGPT now integrates directly into Excel as a sidebar. Learn how to use it for data analysis, budgeting, and live spreadsheet model updates.
What Is Andrej Karpathy's AutoResearch Applied to Claude Code Skills?
Learn how to apply Karpathy's AutoResearch loop to Claude Code skills using binary assertions, eval.json, and autonomous overnight improvement cycles.
How to Build Self-Improving AI Skills with Binary Evals and Claude Code
Use binary true/false assertions and an autonomous loop to improve your Claude Code skills overnight without manual tweaking. Step-by-step guide.
How to Build a Self-Improving Marketing Skill with Claude Code and Eval.json
Create an eval.json with binary assertions, set up an autonomous improvement loop, and let Claude Code refine your marketing copywriting skill overnight.
Six AI Productivity Unlocks That Don't Require AGI (And Are Available Today)
From faster iteration cycles to democratized building, these six structural AI unlocks are already reshaping how businesses operate. Here's how to use them.
How to Build a Structured AI Workflow That Controls the Agent (Not the Other Way Around)
Learn the blueprint pattern used by Stripe and Shopify to combine deterministic and agentic nodes so the system controls the AI, not vice versa.
What Is Perplexity Personal Computer? The Mac Mini-Powered AI Agent Explained
Perplexity's Personal Computer runs on dedicated Mac Mini hardware and connects to your local files, apps, and data. Here's what it can and can't do.