13. Teaching Claude New Tricks (Encapsulating Knowledge with Agent Skills)
Notas do episódio
Episode 13: Claude Skills — Turning SOPs into Executable Workflows
In Episode 13 of Beyond Prompting, we unlock one of the most powerful—and overlooked—capabilities in modern AI workflows:
turning your team’s standard operating procedures into executable systems.
This is where AI stops waiting for instructions… and starts knowing what to do.
We introduce Claude “Skills”—a structured way to encode repeatable processes so they can be triggered and executed automatically. No more re-explaining the same tasks. No more inconsistent outputs across team members.
At the center of this system is the SKILL.md file.
You’ll learn how to design it properly, including why the YAML frontmatter and carefully crafted trigger descriptions are critical. Done right, Claude can recognize intent and invoke the correct workflow without you explicitly telling it what to do.
This is not prompting. This is orchestration.
We then go deeper into the architecture that makes it scalable:
Progressive Disclosure.
A three-layer system that ensures Claude only loads detailed instructions, reference materials, and scripts when they are actually needed. The result is a system that is both powerful and efficient—keeping token usage under control while still enabling complex, multi-step execution.
Finally, we show how to take this beyond individual use.
You’ll learn how to build a centralized Skills Library—a shared layer of operational intelligence that anyone in your organization can use. With it, even complex workflows like security audits, deployment pipelines, or structured analysis tasks can be executed through simple natural language.
This is how teams scale AI safely.
Not by relying on individual expertise—but by encoding it into systems that anyone can use.
If you want to move from ad-hoc prompting to fully structured, reusable AI workflows, the full framework is covered in the book.
Get your copy of Beyond Prompting here:
https://www.amazon.com/dp/B0GQVHJRGB
Because once your workflows become executable, AI stops being a tool—and becomes part of how your organization operates.