Workflows Articles
Browse 1205 articles about Workflows.
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 the Averaging Cost Problem in AI Teams? Why More Stakeholders Produce Worse Outputs
The averaging cost problem explains why group decisions in AI-assisted work produce mediocre results. Here's how to structure teams to avoid it.
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.
What Is the Learnings Loop? How Claude Code Skills Improve From Your Feedback
The learnings loop lets Claude Code skills update their own instructions based on your feedback. Here's how it works and why it matters for AI workflows.
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 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.
What Is Claude's On-Demand Generative UI? How It Differs from Canvas and Artifacts
Claude can now build interactive applications inside your conversation on the fly. Learn how generative UI differs from canvas features and image generation.
What Is ComfyUI App Mode? How to Turn Complex Node Workflows Into Simple Interfaces
ComfyUI's new App Mode converts spaghetti node graphs into clean, user-friendly interfaces. Learn how to build and share apps without touching the nodes.
Gemini in Google Docs, Sheets, and Slides: What You Can Actually Do
Google's Gemini is now embedded in Docs, Sheets, and Slides for paid users. Here's what it can do and how to use it to speed up your work.
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.
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.
AI Memory for Professional Relationship Management: How to Never Miss a Follow-Up
Use an agent-readable database to track professional contacts, flag neglected relationships, and surface warm intro windows before they close.
How to Build an AI-Powered Job Search Dashboard with OpenBrain and Claude
Track companies, contacts, applications, and interviews in a shared database your AI agent can reason across to surface warm intros and flag expiring windows.