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cs.AI2026
Making Agents More Consistent: Skills Should Form Habits for Repeat Tasks
Travis Weber, Rohit Taneja
On repeated work, agents are inconsistent. We ran 42 tasks three times each and found that, depending on the model, 38% to 74% returned answers that did not agree. Consistency is w…
cs.AI2026
The Digital Apprentice: A Framework for Human-Directed Agentic AI Development
Travis Weber, Rohit Taneja
Agentic AI deployments face a recurring design tension: heavy human oversight limits scale, while broad autonomy outruns accountability. Neither posture provides the governance inf…