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Digital Planet
Digital Planet
Apr 10, 2026 · Industry Insights

How AI Turns Employees into Replicable Skills – From Storing Experience to Mastering Rules

The article examines why stagnant personal output, slowing corporate growth, and a slowing economy all share a common logic, explains how AI "old employee" systems evolve from merely recording experience to actively reproducing decision‑making rules, and outlines how individuals can maintain value by crossing the execution‑definition boundary that AI cannot replicate.

AIcareer growthexecution vs definition
0 likes · 14 min read
How AI Turns Employees into Replicable Skills – From Storing Experience to Mastering Rules
PaperAgent
PaperAgent
Mar 2, 2026 · Artificial Intelligence

SKILLRL: Boosting LLM Agents with Skill Distillation and Recursive Evolution

SKILLRL introduces a novel framework that transforms raw LLM agent trajectories into compact, reusable skills via experience‑driven distillation, hierarchical skill banks, and recursive skill evolution, achieving up to 90% success on ALFWorld and 73% on WebShop while reducing token usage by over 10% compared to memory‑based baselines.

LLM agentsSKILLRLhierarchical skill bank
0 likes · 10 min read
SKILLRL: Boosting LLM Agents with Skill Distillation and Recursive Evolution