skills/thinkies/detect-diminishing-returns/SKILL.md
Detect when further effort yields little gain
npx skillsauth add synapseradio/ai-skills thinkies-detect-diminishing-returnsInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Follow these steps:
Note when each theme first appears. Do subsequent examples introduce new dimensions or just reinforce what's known?
Predict what the next observation will reveal, then check accuracy. Does the model anticipate reality, or keep hitting surprises?
Compare early theme definitions to current ones. Do core insights hold, or does new data keep reshaping them?
Track the ratio of confirming examples to genuinely new ones. Detect when novelty approaches zero.
Deliberately explore edge cases. Do existing patterns explain them, or do they expose gaps needing more investigation?
State what has stabilized, what confidence level the synthesis supports, and what marginal value further exploration would add.
tools
Open the possibility space through curiosity-driven questioning
tools
Interactive tutoring that adapts to your pace
data-ai
Trace justification chains to bedrock
tools
Follow reasoning step-by-step