Software

Software has become secondary to hardware, and software for A.I. would probably require grid computing in exchange for unrestricted model access. Each node would have to satisfy minimum requirements to be accepted into the grid. While the models are accessible to the grid, the secret source is with the author. The grid acts as a workshop, holding the petabytes of training data, and an A.I. training supercomputer. The result is plopped into the distributed leaderboard folder, where all the trained models go, and all the models are restricted to the OS, all the models are graded. A general user would go to the leaderboard folder and run the latest models. The incentive is to beat the best model. In the modern day, it is all about creating the white paper and presenting it to key people for support and funding. In the past, it anyone could release and gain public support organically.

O.I. Architecture - organoid on chip support

• Not big enough
• Environments and systems where movement, synapses and vasculization occur
• Not an ideal home environment, housing
• Questions over lifespan

1. Module version
2. Interconnects
3. I/O Card, hardware interface
4. Software interface

nb: Organoids are real lifeforms.

Automating organoid maintenance

A pump, a reservoir and an input output system attachment on the container housing the organoid. The pump (heart) moves media from a reservoir into the input of the housing of the organoid and at the output move goes back to the pump so the media is circulating. Spent media gets moved to a storage container where it is measured, filtered and conditioned and then re-introduced. So 4 main objects are required. A slow pump, pipes and fittings from the pump to the organoid housing. A reservoir holding new media, and a container holding old media. In the old media container, additions such as media grading detection, filtration and media conditioning to recycle media. Like a filter in a fish tank, this slow moving pump keep the water clean and oxygenated, removing impurities.

1. a peristaltic pump, also commonly known as a roller pump, is a type of positive displacement pump used for pumping a variety of fluids. The fluid is contained in a flexible tube fitted inside a circular pump casing. Most peristaltic pumps work through rotary motion, though linear peristaltic pumps have also been made.
2. culture media filtration, sterilization as it passes through the filter (immune system) and a measure of it viability, supplementing and cleaning the media or impurities.

Ideally, we want to award these functions their organ names, use and develop human compatible artificial organs and machines to offshoot into the medical device industry. For example, the dialysis machine could be supplied to hospitals and work in that setting. Every time we do something, we must think of its application in general medicine and move towards that direction, even if it poses extra challenges. For example, anastomosis methods and materials and degree of identical behavior. Bioreactors are commonly used for cell culture applications.

What an A.I Operating System (OS) might look like

1. Grid by default. The amount of data and processing required to train models and tinker about with A.I. could utilize grid computing. Minimum requirements are required to join the grid, and trained models are the reward. The grid would hold the petabytes of training data and CPU cycles for distributed training. The club would probably need 100TB, 32GB, 16 core minimum to join the grid. The models are tied to the OS and cannot be moved out. The grid maintainers would keep models at the current or exceeding current capability and the use of these to generate video, images and so on would be unrestricted.
2. Various applications/software to leverage A.I. and O.I.
3. Simulation environments for A.I. training.

1. To store training data - distributed file systems, to grid and store the petabytes of training data.
2. To train the A.I. - utilize the many grid computing operations already in existance and add a system level one as well.
3. Other edu, lab and research essential softwares.
4. Custom Linux from scratch