AI Agents: Skills Enhanced by Structured Workflows

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Researchers from Princeton and UC San Diego describe a recurring pitfall: the larger an agent's "skills" library, the more it struggles to select the right instructions. They also attribute most of the skill gains not to the addition of knowledge, but to structured workflows.
Agents Struggle to Choose as the Library Expands
As the skills library grows, agents encounter increasing difficulties in identifying the correct set of instructions, the researchers indicate. The same study attributes the observed improvement with skills primarily to structured workflows, rather than an enrichment of knowledge.
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