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Self-improvement loop automation

technique

1 creator use or recommend it

▲ 1 active in the last 90 days

1 recommend
Last discussed Jul 24, 2026

An automated agent workflow that reviews key product interactions (e.g., AI conversations), grades them against a rubric, and automatically spawns child agent sessions to fix issues below a quality threshold.

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What creators say

Ryan Carson
recommends
Used for: Automatically grading AI agent conversations against quality rubrics and auto-fixing below-threshold interactions without founder involvement Praised: Catches fine UX details the founder wouldn't prioritize; generates ready-to-s... vs: Replaces manual chat review and quality management; handles issues the founde...

"Every day I have an automation that looks at these chats and grades them on a rubric. If anything is bad or below this score, I want you to kick off a child session and fix it. It is shocking to me the number of small UX details that have been pic..."

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