AI Workflows & Teams
Organize processes, materials and responsibilities so work can be repeated and shared.
Make a one-off method repeatable and transferable
Recommended reading
Should AI Work Live in a Project, Folder, or Conversation?
Give projects, files and conversations distinct roles, with an established place for important results.
Workflow & Automation
- Workflow & AutomationThe Model Can Be Fine and the System Can Still Fail: What Does Production AI Reliability Actually Mean?Learn why model quality alone does not make an AI application reliable, and how retrieval, tools, validation, fallback, observability, latency, cost, and evaluation shape production outcomes.
- Workflow & AutomationLLM, RAG, Workflow, or Agent? Choosing the Minimum Necessary ComplexityLearn when to use deterministic code, an LLM, Retrieval or RAG, a Workflow, an Agent, or Multi-Agent—and why the simplest architecture that satisfies the task is often the strongest choice.
- Workflow & AutomationWhat Is a Skill, and Which Work Is Worth Turning Into One?Use four checks—repetition, stable steps, defined inputs and outputs, and reviewable failure—to decide whether a workflow deserves a reusable Skill.
- Workflow & AutomationHow to Prove an AI Workflow Is Repeatable Before AutomationTest standard input, variations, missing data, errors, and same-input reruns. Record intervention and decide go or not yet before scheduling.
- Workflow & AutomationHow to Test Whether a Skill, Plugin, or Workflow Is ReliableWrite the expected behavior first, then test normal, boundary, failure, rerun, and permission cases with saved evidence and a clear decision.
- Workflow & AutomationA Repeatable AI Image Workflow: From Brief to Reviewed PromptTurn an AI image request into a repeatable workflow with a clear brief, human review gate, stop conditions, and reusable records—without promising unattended automation.
- Workflow & AutomationWhy I Turned Seven Workflows into SkillsSeven custom workflows reveal how to choose between a Skill, CLAUDE.md guidance, and shared rules when organizing repeatable work in Claude Code.