Automation Articles
Browse 948 articles about Automation.
Binary Assertions vs Subjective Evals: How to Build Reliable AI Skill Tests
Binary true/false assertions are the key to automating AI skill improvement. Learn why subjective evals fail and how to write assertions that actually work.
How to Build a Self-Improving AI Skill with Eval.json and Claude Code
Set up an eval folder with binary assertions, run a Carpathy-style improvement loop, and let Claude Code refine your skill.md overnight without human input.
How to Build Visual Dashboards on Top of Your AI Memory System with Vercel
Add a human-readable interface to your OpenBrain database using Claude-generated web apps deployed free on Vercel. Both you and your agents read the same data.
How to Use Claude Code with AutoResearch to Build Self-Improving AI Skills
Combine Claude Code skills with Karpathy's AutoResearch loop to automatically improve prompt quality overnight using binary eval assertions and pass rates.
What Is Andrej Karpathy's AutoResearch Pattern Applied to Claude Code Skills?
Learn how to adapt Karpathy's autonomous ML research loop to improve Claude Code skill outputs using eval files, pass rates, and overnight self-improvement.
What Is Stripe Minions' Blueprint Architecture? How Deterministic and Agentic Nodes Work Together
Stripe Minions uses blueprints that combine fixed deterministic steps with AI agent nodes. Learn the architecture behind 1,300 weekly AI-written pull requests.
What Is the AutoResearch Loop? How to Apply Karpathy's Pattern to Business Optimization
AutoResearch lets AI agents autonomously run experiments, measure results, and keep improvements overnight. Here's how to apply it beyond machine learning.
What Is Digital Optimus? Elon Musk's AI Agent for Computer Tasks Explained
Digital Optimus is Tesla's AI agent designed to watch screens and control computers in real time using continuous video processing instead of screenshots.
What Is Microsoft Copilot Co-Work? Claude-Powered Enterprise Automation Explained
Microsoft Copilot Co-Work brings Claude's autonomous capabilities into Microsoft 365, running tasks across emails, meetings, and files in the cloud.
What Is Perplexity Computer? The AI Agent That Runs on Mac Mini Hardware
Perplexity Computer is an autonomous AI agent running on dedicated Mac Mini hardware 24/7. Learn what it can do, how it works, and who it's for.
How to Use Browser Automation with Claude Code for Web Scraping and Form Filling
Claude Code can control browsers using Playwright to fill forms, scrape sites, and automate web tasks. Learn how to set it up and run parallel browser agents.
Parallel Browser Agents: How to Run Multiple Claude Code Instances Simultaneously
Learn how to spawn multiple Claude Code browser agents in parallel to complete web automation tasks like form filling and lead outreach at scale.
How to Build an AI Executive Assistant with Claude Code and Google Workspace
Combine Claude Code with the Google Workspace CLI to build an AI executive assistant that reads emails, creates docs, and manages your calendar automatically.
How to Use Google Workspace CLI with Claude Code for Full Workspace Automation
Google's new GWS CLI lets Claude Code access Gmail, Drive, Docs, Sheets, and Calendar via bash commands. Here's how to set it up and what you can automate.
Agentic Workflows vs Traditional Automation: What's the Real Difference?
Agentic workflows and traditional automation both automate tasks, but they work very differently. Here's what actually changes and what stays the same.
How to Build a Newsletter Automation Agent with Claude Code
Learn how to build a newsletter automation agent using Claude Code, Perplexity, Nano Banana, and Gmail — from one prompt to a branded HTML email.
Claude Code Loop vs Scheduled Tasks: Which Should You Use?
Claude Code now has two scheduling features: Loop and Scheduled Tasks. Compare how they work, their limitations, and which fits your agentic workflow needs.
How to Use Multi-Agent Chrome Automation with Claude Code
Claude Code can run multiple Chrome browser instances in parallel to fill forms, scrape leads, and automate web tasks at scale. Here's how to set it up.
What Is Claude Code Loop? How to Schedule Recurring AI Agent Tasks
Claude Code's new Loop feature lets you schedule recurring tasks for up to 3 days. Learn how it works, its limits, and when to use it vs Scheduled Tasks.
What Is the WAT Framework? Workflows, Agents, and Tools Explained
The WAT framework structures Claude Code projects into Workflows, Agents, and Tools. Learn how it works and why it produces more reliable agentic outputs.