Podcasts · Master Claude Chat, Cowork, Code

16. Packaging Standard Operating Procedures (Agent Skills)

9 Oct 2026 · 50 min

In Episode 16 of Beyond Prompting, author Sho Shimoda breaks down how to turn your team's recurring instructions and workflows into executable Agent Skills. Rather than re-explaining multi-step procedures in every new session, Skills allow you to encapsulate standard operating procedures once so Claude can discover and execute them automatically. In this episode, we cover:

• The Anatomy of a Skill: How a Skill is structured as a directory containing a SKILL.md file with YAML frontmatter and instructions written specifically for an AI agent.

• The Description Is the Whole Mechanism: Why there are no trigger fields, regex rules, or keyword matchers—Claude decides to invoke a Skill strictly by evaluating its description field against the user's current request.

• Progressive Loading & Context Economics: How loading works in three cost-effective stages—only descriptions load at session start, the full SKILL.md body loads when invoked, and supporting reference files load only on demand.

• Executable Procedures with Inline Shell: Leveraging $ARGUMENTS, path variables, and inline shell commands (! prefix) to gather real-time situational facts before Claude begins executing steps.

• Building Skills That Work: Starting from real organizational repetition, writing intent-focused descriptions, and testing Skills by describing situations naturally rather than explicitly invoking them.

(Note for listeners: This episode covers Chapter 16 of Sho Shimoda's book RUNNING CLAUDE: The Operator’s Guide to Chat, Cowork and Claude Code, available on Amazon as the successor book to Master Claude: Chat, Cowork and Code).

Links in the notes 1

• https://www.amazon.com/dp/B0HJKBWKVQ

The episode on the publisher’s site ↗ (opens in a new tab)