Automation Articles
Browse 949 articles about Automation.
Agentic RAG vs File Search: When to Use Each in Your AI Agent Workflow
File search beats traditional RAG for small corpora, but semantic search still wins for large knowledge bases. Here's how to choose the right approach.
Why the Heartbeat Pattern Beats Persistent Sessions for AI Agents
Persistent agent sessions are fragile and expensive. Paperclip's heartbeat pattern, drawn from distributed systems, wakes agents on a schedule for reliability.
Run an AI Engineering Team in Paperclip With Heartbeats
Wire up a CEO, engineer, and QA agent team in Paperclip with heartbeat scheduling so Claude Code keeps building and verifying work autonomously.
How to Optimize Web Scraping Skills for AI Agents: 6 Token-Saving Techniques
Learn how to reduce token usage by 90% in web scraping AI agent skills by filtering HTML, hardcoding selectors, batching requests, and using incremental runs.
Heartbeat Pattern Explained: Keeping Stateless AI Agents Working
LLMs are stateless by default. Paperclip's heartbeat pattern injects fresh context on a schedule so AI agents can run autonomous monitoring and follow-up tasks.
How to Build Scraping Skills for AI Agents: Incremental Runs, Stop Conditions, and Parallel Execution
Learn how to build production-ready scraping skills for AI agents with incremental runs, pagination limits, parallel threads, and structured JSON output.
Claude Code for Business Owners: 5 Core Concepts That Actually Matter
After 200 hours in Claude Code, here are the five concepts business owners need to understand: prompts, claude.md, skills, MCP servers, and context windows.
Agent SDK vs Framework: When to Use Claude Agent SDK vs Pydantic AI for Your Workflow
Should you build on the Claude Agent SDK or a framework like Pydantic AI? Here's a clear decision framework based on speed, cost, and scale requirements.
AI Agent Failure Pattern Recognition: The 6 Ways Agents Fail and How to Diagnose Them
Context degradation, specification drift, sycophantic confirmation, tool errors, cascading failure, and silent failure: the 6 agent failure modes explained.
What Is the AI Data Center Moratorium Bill? What It Means for AI Builders and Compute Access
The Sanders-AOC data center moratorium bill would pause new construction until AI safeguards pass. Here's what it means for compute costs and AI access.
What Is Claude Code Computer Use? How to Automate LinkedIn, Ads, and Forms with AI
Claude Code's computer use feature lets AI control your browser and keyboard to automate social outreach, ad management, form filling, and more.
How to Use Claude Code Computer Use to Automate LinkedIn Outreach
Learn how to use Claude Code's computer use feature with a non-blocked browser to send personalized LinkedIn connection requests automatically at scale.
What Is Claude Code iMessage Channel? How to Text Your AI Agent from Your Phone
Claude Code's iMessage channel lets you control your AI agent by text. Learn how to set it up and what it can do for your workflow.
How to Use Claude Co-work Projects to Build a Personalized AI News Brief
Learn how to set up a Claude Co-work project with scheduled tasks to get a daily personalized news brief delivered automatically every morning.
Why Cursor, Claude Code, and Devin Use grep, Not Vectors
Cursor, Claude Code, and Devin lean on grep, find, and direct file reads — not vector search. Why agentic coding tools dropped RAG and where it still wins.
Why LLM Frameworks Like LangChain and LlamaIndex Are Being Replaced by Agent SDKs
LlamaIndex's founder admits the framework era is ending. Learn why agent SDKs, MCPs, and coding agents are replacing traditional RAG frameworks in 2026.
What Is Hermes Agent? The OpenClaw Alternative with a Built-In Learning Loop
Hermes Agent is an open-source AI agent framework that creates skills from experience, improves them during use, and builds a model of you across sessions.
What Is LiteParse? LlamaIndex's Open-Source Document Parser for AI Agents
LiteParse is a free, GPU-free document parser from LlamaIndex that preserves spatial layout for tables and charts. Here's why it matters for AI workflows.
What Is Paperclip? The Open-Source Framework for Running a Zero-Human AI Company
Paperclip is an open-source orchestration system that assigns goals to AI agent teams and tracks their work from a single dashboard. Here's how it works.
How to Build an AI Agent That Controls Your Mac: Claude Code Computer Use Setup Guide
Claude Code Computer Use lets your AI agent take screenshots, click buttons, and control any macOS app. Here's how to set it up and 8 real use cases.