Graham Neubig
A professor at Carnegie Mellon University (CMU) whose research focuses on natural language processing and AI agents, and who co-teaches the CMU course AI Agents.
Timeline (last 90 days)
Carnegie Mellon University (CMU) will offer the course 11-768 "AI Agents" in the fall of 2026, co-taught by professors Graham Neubig and Daniel Fried.
Graham Neubig breaks down agent capabilities into six dimensions: precise tool calling, long-context coherence, customizability, complex task management, environment understanding, and safety, and points out that these capabilities can be obtained through two paths: model training and framework engineering.
Graham believes the typical evolution path for making agents better is: first solve the problem through framework engineering, and when the problem is common and important enough, model trainers incorporate it into training objectives, and ultimately the model itself possesses the capability, so the framework-layer patch can be removed.
All Facts (3)
Graham Neubig breaks down agent capabilities into six dimensions: precise tool calling, long-context coherence, customizability, complex task management, environment understanding, and safety, and points out that these capabilities can be obtained through two paths: model training and framework engineering.
50%UnverifiedGraham believes the typical evolution path for making agents better is: first solve the problem through framework engineering, and when the problem is common and important enough, model trainers incorporate it into training objectives, and ultimately the model itself possesses the capability, so the framework-layer patch can be removed.
50%UnverifiedCarnegie Mellon University (CMU) will offer the course 11-768 "AI Agents" in the fall of 2026, co-taught by professors Graham Neubig and Daniel Fried.
50%