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

Problem Origin: Misaligned Incentives

Engineers view the creation of reusable Skills as a threat because it can replace them; the current incentive structure rewards doing the right thing with the highest personal risk and the lowest benefit, leading to resistance.

Five Incentive Reconstruction Proposals

1. Skills Royalty System

Treat each Skill as internal intellectual property; creators receive ongoing royalties each time the Skill is invoked. Implementation details include binding author identity via Git signatures or an internal blockchain, tracking usage counts, and calculating payouts based on call frequency, success rate, and complexity coefficient.

Because royalties tie earnings to Skill usage, engineers shift from fearing replacement to gaining passive income, aligning personal and corporate interests. A poison‑prevention rule ties royalties to success rate, nullifying payouts for deliberately faulty Skills.

2. Role‑Advancement Path

Define “ability to distill oneself” as a mandatory criterion for promotion to senior engineer. Engineers must create a minimum number of verified high‑quality Skills that take over parts of their current responsibilities. The organization guarantees that once a Skill assumes those duties, the engineer is assigned more complex work rather than being dismissed, fostering a "upward distillation" culture.

3. Adversarial Distillation

If engineers refuse to author Skills, the system automatically observes repetitive work patterns, generates Skill drafts, and requires only verification from engineers. Multi‑engineer cross‑validation prevents single‑point poisoning, and automated testing plus gray‑release pipelines mitigate risk.

4. Skills Arena (Gamification)

Introduce a company‑wide Skills leaderboard ranking by usage, rating, and scenario coverage. Host periodic Skills hackathons with prizes and visibility. Publicly display author attribution during Skill execution and award top contributors an "internal technical partner" title with strategic influence.

5. Organizational Insurance

Provide contractual protections: a "Skills contributor protection period" (e.g., 2–3 years) against layoffs, priority for internal transfers after a Skill takes over an engineer’s duties, and a "Skills retirement fund" that pays a knowledge‑asset buyout when the creator leaves.

All clauses are written into labor contracts to give them legal force.

Deeper Reflection: From "Distilling Engineers" to "Engineers Driving Distillation"

The narrative should shift from viewing engineers as passive knowledge sources to seeing Skills as a lever for personal influence, similar to how open‑source contributions amplify a developer’s impact. Creators retain authorship, influence Skill evolution, and become the ultimate arbiters when a Skill fails, making them even less replaceable.

Technical Safeguards Against Poisoning

Formal verification of critical Skills at the property level.

Skill lineage tracking to record complete evolution history.

Red‑team adversarial testing to uncover hidden defects.

Gray‑release of new Skills in low‑risk, human‑monitored environments before full rollout.

Cross‑validation across multiple independently authored Skills for the same function, with anomaly alerts.

Conclusion

The technical foundations for Skills—Hermes Agent’s memory system, OpenCode’s automatic Skill creation, and academic research on the full lifecycle of agentic Skills—are mature. What remains is institutional innovation: designing incentives and protections that turn Skill creation into a personally rewarding activity rather than a perceived sacrifice.