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> substantial fraction of the organization’s bandwidth to safety

Although OpenAI's group ethos has a strong safety bent, there are only three research scientists working on technical safety research full-time, including yourself and a very recent hire. Before this summer, while you focused on policy and preventing arms races, there was only one person focusing solely on technical safety research full-time, despite the hundreds of millions donated for safety research. The team and effort should be larger.

> it’s important for our organization to be on the cutting edge of AI

I agree that OpenAI needs to be at the cutting edge, though always pushing the edge of AI to work on safety is needless when there is a significant backlog of research that can be done in ML (not just in RL). It's true capabilities and safety are intertwined goals, but, to use your analogy, the safety meter is not even a percent full. Topics outside of value learning using trendy Deep RL that OpenAI should pioneer or advance include data poisoning, adversarial and natural distortion robustness, calibration, anomaly and error detection, interpretability, and other topics that are ripe for attack but unearthed. There is no need to hasten AI development, and doing so does not represent the goals of the EAs or utilitarians who depend on you --- notwithstanding the approval of advising EAs with whom you have significant COIs.

OpenAI's safety strategy should be developed openly since, as of now, OpenAI has no open dialogue with even the EA community.



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