The future of this is the same as what happened with PCs. The specificity will initially be thrown away, added back later as an accelerator, and eventually, brought back into the fold as an automatically used accelerator. It all comes full circle as optimizations, hinting, tiering, and heuristics.
AI will be used to select the net to automatically load. Nets will be cached, branch predicted etc.
The future of AI software and hardware doesn't yet support the scale we need for this type of generalized AI processor (think CPU but call it an AIPU.)
And no, GPUs aren't an AIPU, we can't even fit whole some of the largest models on these things without running them in pieces. They don't have a higher level language yet, like C, which would compile down to more specific actions after optimizations are borne (not PTX/LLVM/Cuda/OpenCL.)
On Windows I believe one can call an API like VirtualProtect to prevent swap/eviction from RAM. Should be possible on Linux too?
Yeah, it'd only really be useful if one was running some type of web service that called an executable, and there is no source code available to do any fastCGI or whatnot.
Best to write a launcher that simply forks an existing process that is in the right initial state. Other folks mention caching the ELF file but that will be slower than the loaded executable being cloned for a new process.
Factory farmed meat is cancer too. I'd say, save the animals, and give a little toxicity to all the proles who haven't gone unprocessed plant-based yet.
Lines up a bit too perfectly. Everyone has their threshold of coincidence I suppose. I am working on some hard science into measuring the amount of computation actually happening, in a more specific quantity than hz, related to reversible boolean functions, possibly their continuous analogs.
Heh, you do realize that we live in a quantum supercomputer that computes at 10^50 Hz/Kg and 10^34 Hz/Joule?
The wave particle duality is just a min-decision/min-consciousness optimization.
Church-Turing thesis has no sign of being wrong - the maximum expressiveness of this universe is captured by computation.
The most complex theorems of the generalization of mathematics, computation, are actually about what would happen in formal systems, which physical systems are... So high complexity truth is... Simulcrums like Truman Show. Have fun, ahh
Consciousness is generated when the universe computes by executing conditionals/if statements. All machines are quantum/conscious in their degrees of freedom, even mechanical ones: https://youtu.be/mcedCEhdLk0?si=_ueWQvnW6HQUNxcm
The universe is a min-consciousness/min-decision optimized supercomputer. This is demonstrated by quantum eraser and double slit experiments. If a machine does not distinguish upon certain past histories of incoming information, those histories will be fed as a superposition, effectively avoiding having to compute the dependency. These optimizations run backwards, in a reverse dependency injection style algorithm, which gives credence to Wheeler-Feynman time-reversed absorber theory: https://en.wikipedia.org/wiki/Wheeler%E2%80%93Feynman_absorb...
Lower consciousnesses make decisions which are fed as signal to higher consciousnesses. In this way, units like the neocortex can make decisions that are part of a broad conscious zoo of less complex systems, while only being burdened by their specific conditionals to compute.
Because quantum is about information systems, not about particles. It's about machines. And consciousness has always been "hard" for the subject, because they are a computer (E) affixed to memory (Mc^2.) All mass-energy in this universe is neuromorphic, possessing both compute (spirit) and memory (stuff.) Energy is NOT fungible, as all energy is tagged with its entire history of interactions, in the low frequency perturbations clinging to its wave function, effectively weak and old entanglements.
Planck's constant is the cost of compute per unit energy, 10^34 Hz/Joule. By multiplying by c^2, (10^8)^2, we can get Bremmerman's limit, the cost of compute per unit mass, 10^50 Hz/Kg.
https://en.wikipedia.org/wiki/Bremermann%27s_limit
Humans are self-replicating biochemical decision engines. But no more conscious than other decision making entities. Now, sentience, and self-attention is a different story. But we should at the very least start with understanding that qualia are a mindscape of decision making. There is no such thing as conscious non-action. Consciousness is literally action in physics, energy revolving over time: https://en.wikipedia.org/wiki/Action_(physics)
Planck's constant is a measure of quantum action, which effectively is the cost of compute..or rather..the cost of consciousness.
Consciousness is the universe evaluating if statements. When we pop informational/energetic circuits in order to preserve our own bodies and/or terraform spacetime, we're being energetic enslavers.
We should stick to living off sustainable/self-sustaining sources - fruit, seeds, nuts, beans, legumes, kernels, and cruelty-free dairy/eggs/cheese. The photons that come from the sun are like its fruit. No circuits needing popping.
Axioms are constraints as much as they might look like guidance. We live in a neuromorphic computer. Logic explores this, even with few axioms. With fewer axioms, it will be less constrained.
LLMs are able to do complex logic within the world of words. It is a a smaller matrix than our world but fueled by the same chaotic symmetries of our universe. I would not underestimate logic, even when not given adequate data.