Workflows Articles
Browse 1221 articles about Workflows.
How to Build an Agentic Context Management System with Folder Structures and Markdown Files
An agentic OS is just markdown files in folders with rules about when to load them. Learn how to architect context management for multi-client work.
How to Use Prompt Caching and Token Management in Claude Code Dynamic Workflows
Dynamic workflows can burn through tokens fast. Learn how to use Haiku for sub-agents, bound your scope, and manage costs before they spiral.
Claude Code Dynamic Workflows vs Agent Teams vs Sub-Agents: Which Should You Use?
Dynamic workflows, agent teams, and sub-agents all run parallel work in Claude Code. Here's how they differ and when to pick each one.
What Is the /goal Command vs Dynamic Workflows in Claude Code? Depth vs Width Explained
Claude Code's /goal command loops until done while dynamic workflows run agents in parallel. Learn which pattern fits your task and budget.
Claude Code Skill Audit with Dynamic Workflows: How to Score and Rank 40+ Skills at Once
Use Claude Code dynamic workflows to audit all your skills in parallel, rank them worst to best, and get actionable fix recommendations fast.
How to Build an AI Agent That Avoids Vendor Lock-In: A 4-Step Framework
Build a portable AI agent stack that survives platform changes. Four steps to avoid Claude Code lock-in and keep your workflows future-proof.
How to Use Parallel Agent Execution to Build and Compare Multiple Product Strategies at Once
Run three agents on three isolated databases to test different product strategies simultaneously. Learn the parallel exploration pattern for agentic work.
What Is the System Evolution Mindset for AI Agents? How to Turn Every Mistake Into a Rule
Instead of blaming the model when agents fail, use system evolution: turn every mistake into a harness improvement that prevents future errors.
What Is Harness Engineering? The Mindset Shift That Separates Top AI Builders
Harness engineering is the skill of building the wrapper around your AI model. Learn why your agent's scaffolding matters more than the model itself.
How to Build an AI Operating System with Claude Code: The Four C's Framework
Context, connections, capabilities, and cadence: the four-layer framework for building a personal AI operating system that runs your business from one place.
How to Use Claude Code Dynamic Workflows: Spawning Hundreds of Parallel Sub-Agents
Claude Code's dynamic workflows spawn parallel sub-agents for large tasks like code migrations. Learn how to trigger them, what they cost, and when to use them.
How to Use Claude Code Effort Levels: Low, Medium, High, Max, and Ultra Code
Claude Opus 4.8 adds five effort levels. Learn when to use each, how effort affects token spend, and why matching effort to task complexity changes everything.
What Is the Production Class Ladder? How to Classify AI-Built Software Before It Ships
The production class ladder sorts AI-built tools into four tiers: personal, team beta, supported internal, and customer-facing. Here's how to use it as a PM.
What Is the Prototype Commons? How AI Is Changing the Role of Product Managers
AI means anyone can ship a working tool before it reaches product. The prototype commons is the messy space PMs must now govern—here's how to manage it.
Agent Analytics vs Developer Observability: Why Your Traces Aren't Enough
Traces tell you what happened technically. Agent analytics tells you if the work was worth it. Here's the difference and why product teams need both.
How to Use AI for Agentic Context Management: Folder Structures, Rules, and Injection
Effective AI agent context management uses markdown files in folders with rules for when to load them. Learn the architecture that keeps agents on-brand.
Claude Opus 4.8 Dynamic Workflows: How to Run Hundreds of Parallel Sub-Agents
Claude Opus 4.8 dynamic workflows let you spawn hundreds of parallel sub-agents for large-scale tasks. Learn how to trigger them and when to use them.
What Is MCP for AI Video Workflows? How Claude Code Controls Generative Video Tools
MCP connectors let Claude Code control AI video platforms like Flora and Martini. Learn how to set up an MCP-powered video generation workflow.
How to Build a Portable AI Agent Stack That Survives Platform Lock-In
Anthropic's product is drifting toward enterprise developers. Here's a 4-step framework for building an AI operating system that works on any platform.
What Is an Agent Run? The New Unit of AI Product Analytics
Sessions measure user activity. Agent runs measure delegated work. Learn why the agent run is the right unit for measuring AI product performance.