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Skills, plugins, subagents, and context isolation

Extensions and subagents scale only when each worker's context, authority, and evidence remain explicit and evaluable.

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Video summary

The ideas to retain

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1. Four primitives, four different questions

There is no universal semantics for skill, plugin, subagent, or hook across products. Start with the function each one performs in a specific implementation.

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2. A skill is reusable expertise, not a security boundary

Anthropic Agent Skills provides a current, concrete example. A skill is a directory containing SKILL.md, instructions, and optionally code and reference material. The mechanism uses…

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3. Progressive disclosure lowers initial context cost, not activation cost to zero

A skill must be discoverable before it can be selected. That creates two different costs:

Key moments

Jump directly to a section

  1. Extending does not mean sharing all context
  2. Fan-out with isolated contexts
  3. Fan-in only with evaluated evidence