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yuji-tt

@yuji-tt source repo

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• 4 skills
• 0 followers
• 9 hours ago last updated

1. ▌
   Research Deepener · yuji-tt bundle

   Develop a promising research or engineering approach mechanistically before pivoting. Use when results are ambiguous, implementations fail, or local progress stalls; define predictions, ablations, and kill criteria without protecting a refuted idea.
   0 installs
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   Structural Transfer · yuji-tt bundle

   Transfer mechanisms from distant domains using explicit structural correspondence and falsifiable interventions. Use when a mechanism search is requested or an understood local approach has reached an evidenced limitation; avoid metaphor-only brainstorming.
   0 installs
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   Discovery Loop · yuji-tt bundle

   Coordinate objective auditing, mechanistic deepening, and structural transfer for open-ended research, algorithm design, engineering, product, or optimization problems. Use to diagnose a plateau or choose the next informative experiment, not to burden well-defined routine tasks with reframing.
   0 installs
4. ▌
   Objective Audit · yuji-tt bundle

   Audit whether optimizing a stated objective or proxy advances the real goal. Use for suspicious metric gains, incentive failures, population mismatch, or before further optimization when goal alignment is uncertain; do not reframe routine tasks without evidence.
   0 installs