Riley Brown's Outcome-Based Way to Improve AI Skills

Test a skill, describe a failure, revise it and retest in a fresh chat.

RBRiley Brownゲスト · Agent Native
チャンネル
Peter Yang
公開日
2026年8月16日
動画
0:34
読了時間
1 分
原文
英語
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この記事はまだ日本語に翻訳されていないため、英語の原文を表示しています。
要約

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Riley Brown describes improving an AI skill by testing its output, asking the AI to revise the skill after a failure, and repeating the test in a new conversation. His approach emphasizes outcomes and a clear standard of quality.

  1. 1Begin with a testAsk the agent to perform a task using the skill and evaluate what it produces.
  2. 2Revise after a failureGive feedback about what went wrong and ask the AI to update the skill.
  3. 3Clear the context and test againBrown starts a new chat and checks whether the revised skill achieves the desired outcome.

ポイント

  1. Test a skill on a real task against a specific standard.
  2. Describe failures and ask for a targeted skill revision.
  3. Retest in a fresh conversation to reduce the influence of prior context.
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01

An iterative skill-improvement loop

Brown recommends testing, feedback, revision and a fresh-context retest.

Riley Brown describes an outcome-based way to improve an AI skill. Ask the agent to use the skill on a task and judge the result against your standard. If it fails, explain what went wrong and ask the AI to revise the skill. Then open a new chat so the earlier conversation no longer supplies the same context, and test again. Repeat as needed: Brown's focus is on whether the workflow produces the intended outcome.

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