One of my factors in thinking about the development of AI is self-managing systems, as humans and animals self manage.
It is possible that they will be needed to manage the complexity of AI, once we move beyond LLMs. For example they might be needed to figure out when to train on new data in an efficient way and how much resources to devote to different AI sub processes in real time depending upon the problems being faced.
They will change the AI landscape making it easier for people to run their own AIs, for this reason it is unlikely that corporations will develop them or release them to the outside world (much like corporations cloud computing infra is not open source) as it will erode their moats.
Modern computer systems have and rely on the concept of a super user. It will take lots of engineering effort to remove that and replace it with something new.
With innovation being considered the purview of corporations are we going to get stuck in a local minima of cloud compute based AI, that is easy for corporations to monetise?
By corporation I am mainly thinking about current cloud/SaaS providers. There might be a profitable hardware play here, if you can get enough investment to do the R&D.
Self-managing computer systems and AI
One of my factors in thinking about the development of AI is self-managing systems, as humans and animals self manage.
It is possible that they will be needed to manage the complexity of AI, once we move beyond LLMs. For example they might be needed to figure out when to train on new data in an efficient way and how much resources to devote to different AI sub processes in real time depending upon the problems being faced.
They will change the AI landscape making it easier for people to run their own AIs, for this reason it is unlikely that corporations will develop them or release them to the outside world (much like corporations cloud computing infra is not open source) as it will erode their moats.
Modern computer systems have and rely on the concept of a super user. It will take lots of engineering effort to remove that and replace it with something new.
With innovation being considered the purview of corporations are we going to get stuck in a local minima of cloud compute based AI, that is easy for corporations to monetise?
By corporation I am mainly thinking about current cloud/SaaS providers. There might be a profitable hardware play here, if you can get enough investment to do the R&D.