I don’t like the bins drifting from so far away so slowly. There needs to be repulsive force that prevents the bins from colliding.
It would be interesting if the resonators could adaptively model timbre to factor out harmonics while still handling unique timbre at each frequency. That could produce a pitch diagram color coded by instrument.
Edit: I bet you could fork a resonator and run over the window it just finished in reverse to correct the drift.
My approach is to let the "bins" collide at the filter bank level (really let nearby tracking resonators agree on the dominant frequency in the neighborhood), and use the bank's instantaneous state as input for a frequency component tracker, whose output is a list of (frequency, amplitude) rather than an array of bins.
Here is a short video demonstrating the concept (with spectrogram-style visualization): https://youtu.be/STayypC1pvU
This is all pointing towards a dynamic systems approach, with prediction/feedback loops, e.g. establishing a tonal context and feeding it back into the analysis.
I believe some plasticity in the natural frequencies in the bank and tuning of the resonator dynamics would improve the convergence time to some extent, but I think this will only go so far and most of those effects should be addressed via prediction/feedback.
I envision the timbre analysis to take place on these tracked components as well as harmonics should be tracked as components whose frequencies are multiples of a fundamental (so analysis on actual small number of actual frequencies rather than a large number of bins).
Businesses like a record of reliability, so devs going solo with AI is going to be a hard sell. I think we will know that AI is actually good enough when these AI providers start absorbing project management companies and hiring contractors to use their product instead of selling subscriptions.
If only they had launched that yesterday I might have avoided Copilot auto model selection using a 9x model, quietly burning my monthly quota in a single afternoon.
Prologium is depositing thin film solid state batteries onto flexible ceramic insulators. They have some demos of single cells that appear to be thinner than 1mm continuing to operate after bending in half.
Not only did they switch to token billing and increase the multipliers, they started auto selecting 6x and 9x models more often than before. The UX is such that you don’t find out what model it chose until after the request is complete.
> He looked through a window and saw black cables taped to the walls. A man was typing on a laptop sitting next to what appeared to be a robot.
This sounds a lot like criminal invasion of privacy.
Edit: What are you downvoting? You can’t secretly watch Airbnb guests through a window you rented to them for the same reason you can’t put spy cameras in their bathroom.
> The “Peeping Tom” Laws Penal Code 647(j) explicitly states it is not a defense to this charge that the defendant is a cohabitant, landlord, tenant, cotenant, employer, employee, or business partner or associate of the victim.
Here the "reasonable expectation of privacy" is not because they were in the nude, but because they were secretly using your home to test clumsy robots and wouldn't like to be caught.
It would be interesting if the resonators could adaptively model timbre to factor out harmonics while still handling unique timbre at each frequency. That could produce a pitch diagram color coded by instrument.
Edit: I bet you could fork a resonator and run over the window it just finished in reverse to correct the drift.
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