Workflows Articles
Browse 1206 articles about Workflows.
What Is Semantic Compression? How to Cut AI Token Costs by 75% Without Losing Quality
Semantic compression rewrites prompts and system files to maximum information density. Learn how to reduce token usage by 75% with zero quality loss.
The 5 Levels of AI Coding Autonomy: From Spicy Autocomplete to the Dark Factory
AI coding ranges from enhanced search to fully autonomous deployment. Learn the 5 levels, where you should be, and what it takes to reach the dark factory.
Claude Sonnet 5 vs Opus 4.8 for AI Workflows: Which Model Should You Actually Use?
Claude Sonnet 5 is cheaper but can cost more than Opus in agents. Learn when to use each model and how to pick the right one for your workflows.
How to Build an LLM Wiki Knowledge Base with Obsidian and Claude Code
Learn how to build a self-growing knowledge base from YouTube transcripts, PDFs, and URLs using Karpathy's LLM wiki architecture and Claude Code.
Token Reduction Strategies for AI Agents: 8 Techniques That Cut Costs by 50% or More
Semantic compression, RTK, logs to SQLite, and capped thinking budgets can cut AI agent token costs by 50–99% with near-zero quality loss. Here's how.
The 5 Levels of AI Coding: From Spicy Autocomplete to the Dark Factory
Discover the five levels of AI coding autonomy—from manual reference tools to fully autonomous dark factories—and find the right level for your workflow.
AI Agent Evaluators and Verifiers: How to Stop Agents from Grading Their Own Work
Learn why AI agents shouldn't evaluate their own output and how to build separate evaluator and verifier components that catch errors before they ship.
AI Agent Observability: How to Monitor Agents Running for Hours Without Babysitting
Discover how to add observability to long-running AI agents so you can catch failures, track costs, and fix issues before users notice.
How to Use AI Agents for High-Stakes Paperwork: Insurance, Taxes, and Healthcare
Learn how to apply a 9-part agent skeleton to organize messy documents into structured case files for insurance appeals, tax prep, and healthcare claims.
How to Build an AI Flywheel: Reusing Agent Primitives Across Email, Insurance, and Taxes
Learn how to build reusable agent primitives—ingestion, normalization, citations, and gates—that make every new AI workflow faster and cheaper to build.
What Is the Gate Pattern for AI Agents? Why Agents Should Prepare, Not Submit
The gate pattern stops AI agents before they submit, pay, or sign. Learn why this design principle is essential for high-trust agentic workflows.
How to Build an AI Operating System for Your Business Using LLM Wikis
Learn how to ingest YouTube videos, meeting transcripts, and documents into an LLM wiki that makes every AI agent smarter and more context-aware.
How to Build a Long-Running AI Agent: 7 Components You Need
Learn the 7 essential components for building autonomous AI agents that run for hours without drifting, stopping early, or going off the rails.
What Is the Outer Loop Pattern for AI Agents? How to Keep Agents Running Until Done
The outer loop pattern wraps AI agents in a control mechanism that checks progress, compares against goals, and restarts agents that stop too early.
What Is the Dark Factory Approach to AI Coding? How to Ship Code Without Human Bottlenecks
The dark factory is a fully autonomous AI coding pipeline that takes a spec and ships production code. Learn what it takes to build one reliably.
How to Use Claude Fable 5 Without Triggering the Opus 4.8 Safety Fallback
Claude Fable 5 silently routes certain requests to Opus 4.8. Learn which prompts trigger the fallback and how to avoid it in your agent workflows.
Claude Fable 5 Effort Levels Explained: When to Use Low, Medium, High, and Max
Claude Fable 5 has five effort levels that control cost and reasoning depth. Learn which to use for routine tasks vs complex agentic workflows.
How to Build an OKF Knowledge Bundle and Share It with Any AI Agent
OKF bundles let you package structured knowledge and share it across agents. Here's how to build one, add metadata, and deploy it to your second brain.
How to Prompt Claude Fable 5 for Maximum Output Quality: 6 Rules from Anthropic
Anthropic's own documentation reveals six prompting rules for Claude Fable 5—including effort levels, negative prompting, and avoiding Opus fallback.
How to Use Gemini Omni Flash for Conversational Video Editing via the API
Gemini Omni Flash lets you edit video through natural language in multi-turn sessions. This guide covers the Interactions API and key use cases.