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Software Engineering 3.0 Era
Software Engineering 3.0 Era
Apr 21, 2026 · R&D Management

Why Engineers Resist “Distillation” and How Five Incentive Designs Can Unlock Enterprise Skills

The article analyzes why engineers oppose turning their expertise into reusable Skills, identifies misaligned incentive structures as the root cause, and presents five concrete incentive redesigns—royalties, promotion pathways, adversarial distillation, gamified arenas, and organizational insurance—plus technical safeguards to ensure reliable Skill deployment.

R&D managementagentic skillsformal verification
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Why Engineers Resist “Distillation” and How Five Incentive Designs Can Unlock Enterprise Skills