Jacob Effron, Ari Morcos and Rob Toews discuss coding agents that can handle longer assignments and the growing importance of human review. The panel considers whether application scaffolding and workflow design can retain value as underlying models become more capable.
Jacob Effron, Ari Morcos and Rob Toews compare the economics of open weights and closed APIs. Their suggestions about APIs losing importance are predictions about possible business models, rather than a claim that current services have disappeared.
Jacob Effron, Ari Morcos and Rob Toews examine constraints on faster progress, including inference demand, semiconductor supply and the time needed for research experiments. Efficiency improvements and smaller models may help, but do not make physical capacity irrelevant.
Jacob Effron, Ari Morcos and Rob Toews also consider recursive improvement, robotics and adoption in organizations. The conversation distinguishes technical potential from the slower work of earning trust, integrating tools and changing established practices.
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