David, that is very well stated and matches my concerns exactly. I don’t want a computer guessing what the notes are, or worse yet, what they ‘should’ be. This is why I’ve been asking what exactly is the ‘intelligence’ trying to do for us.
BIAB 2026 Win Audiophile. Software: Fender Studio One 8, Swam horns, Acoustica-7, Notion 6, Song Master Pro, Win 11 Home. Hardware: Intel i9, 32 Gb; Presonus Quantom HD8 & Faderport 8, Royer 121, Adam Sub8 & Neumann 120 monitors.
In theory, if something is learnable, AI will eventually find a method of learning it.
For the purposes of AI training, audio needs to be converted into something that computers can deal with. That's typically FFT, which then is split into frequency bands to better simulate human hearing.
If that's the case, getting "missing" audio data and filling in holes is a matter of extrapolation for the neural network.
Who can deny that David always brings intelligent perspectives to any AI discussion?
The way that I understand "if something is learnable, AI will eventually find a method of learning it" is that human areas of study can be broken down into "languages". Be they formal languages like English, French, Fortran, music and math. Or areas of study like chemistry, physics, biology or engineering. Because the info and data of these languages can be encoded within the architecture and parameters of a neural net, an AI can learn it. Indeed, we all carry neural nets in our heads, of the biologic kind.
It's funny you mention FFT, in "another life" I actually programmed an FFT analyzer from scratch in Mathematica to process captured accelerometer data from a flight test I participated in over the Pacific Ocean at 37,000 ft. in a Boeing test aircraft. The final result was a set of broadband random vibration profiles that we could then run in our test lab . . . one of the most fun projects I ever participated in.
My idea for capturing the missing audio data (if even required) is to utilize a separate AI, perhaps one that uses more of an LLM approach. But so far, based on my very limited test cases, Studio One ver 7, doesn't seem to suffer with the "missing audio data phenomenon". But, who knows how well it will perform with music of higher complexity like that of Snarky Puppy and similar.
Attached is one slide of the slide-deck I'm working on. One point of this slide is to compare the 13,002 parameters of my simple example to the 24+ million parameters of Banquet to that of ChatGPT-4 where I've seen reported values of 1.8 trillion.
https://soundcloud.com/user-646279677 BiaB 2026 Windows For me there’s no better place in the band than to have one leg in the harmony world and the other in the percussive. Thank you Paul Tutmarc and Leo Fender.
Now that’s a great idea, using a Snarky Puppy track (hopefully not squashed). Their music has it all: great dynamic range, unexpected chords, sudden transitions etc. I played a song of theirs in a college concert where they brought me in to supplement the college music students. They ate that stuff up, and I struggled to keep up with the complexity, but I loved playing it.
BIAB 2026 Win Audiophile. Software: Fender Studio One 8, Swam horns, Acoustica-7, Notion 6, Song Master Pro, Win 11 Home. Hardware: Intel i9, 32 Gb; Presonus Quantom HD8 & Faderport 8, Royer 121, Adam Sub8 & Neumann 120 monitors.
Knowledge is always welcomed. Perhaps the post didn't adhere to the forum guidelines?
BIAB & RB2026 Win.(Audiophile), Windows 10 Pro & Windows 11, Cakewalk Bandlab, Izotope Prod.Bundle, Roland RD-1000, Synthogy Ivory, Session Keys Grand S & Electric R, Kontakt, Focusrite 18i20, KetronSD2, NS40M, Pioneer Active Monitors.
2 - I don't think mods would leave that 2 - 3rd post
yes I did that on purpose; put 2 & 2 together
This is certainly a cryptic message. My interpretation is: a: It was removed by a privileged user, but the moderators would have removed it also. b: The O/P has made very few posts, perhaps still learning the guidelines.
BIAB & RB2026 Win.(Audiophile), Windows 10 Pro & Windows 11, Cakewalk Bandlab, Izotope Prod.Bundle, Roland RD-1000, Synthogy Ivory, Session Keys Grand S & Electric R, Kontakt, Focusrite 18i20, KetronSD2, NS40M, Pioneer Active Monitors.
I took it as someone whose first post was removed/moderated, so they ranted on another ..
Their third post (not yet moderated) claiming 'knowledge is not welcome here' was an implied (to me) statement they are venting about *something .. and saying something most of us here would not agree with in both the first & third post I give the mods here the benefit of the doubt on this one, I don't think his third post is accurate so it casts doubt about the other two
I do not work here, but the benefits are still awesome Make your sound your own!
Oh, inbox, please don’t cry When spammy notes just won't die. Promises of riches, deals so grand, From lands unknown, a spamming band.
But forum moderators, our digital knight Removes the spam from our sight Red is grey and yellow white But they decide which is right
PS> A nod to the Moody Blues
https://soundcloud.com/user-646279677 BiaB 2026 Windows For me there’s no better place in the band than to have one leg in the harmony world and the other in the percussive. Thank you Paul Tutmarc and Leo Fender.
Band-in-a-Box® 2025 for Mac® users: Build 904 now available!
If you're already using Band-in-a-Box® 2025 for Mac®, make sure to grab the latest update! Build 904 is now available for download and includes the newest additions and enhancements from our team.
PowerTracks 2026 is here—bringing powerful new enhancements designed to make your production workflow faster, smoother, and more intuitive than ever.
The enhanced Mixer now shows Track Type and Instrument icons for instant track recognition, while a new grid option simplifies editing views. Non-floating windows adopt a modern title bar style, replacing the legacy blue bar.
The Master Volume is now applied at the end of the audio chain for consistent levels and full-signal master effects.
Tablature now includes a “Save bends when saving XML” option for improved compatibility with PG Music tools. Plus, you can instantly match all track heights with a simple Ctrl-release after resizing, and Add2 chords from MGU/SGU files are now fully supported... and more!
Get started today—first-time packages start at just $49.
Already using PowerTracks Pro Audio? Upgrade for as little as $29 and enjoy the latest improvements!
Band-in-a-Box 2026 for Windows Special Offers End Tomorrow (January 15th, 2026) at 11:59 PM PST!
Time really is running out! Save up to 50% on Band-in-a-Box® 2026 for Windows® upgrades and receive a FREE Bonus PAK—only when you order by 11:59 PM PST on Thursday, January 15, 2026!
We've added many major new features and new content in a redesigned Band-in-a-Box® 2026 for Windows®!
Version 2026 introduces a modernized GUI redesign across the program, with updated toolbars, refreshed windows, smoother workflows, and a new Dark Mode option. There’s also a new side toolbar for quicker access to commonly used windows, and the new Multi-View feature lets you arrange multiple windows as layered panels without overlap, making it easier to customize your workspace.
Another exciting new addition is the new AI-Notes feature, which can transcribe polyphonic audio into MIDI. You can view the results in notation or play them back as MIDI, and choose whether to process an entire track or focus on specific parts like drums, bass, guitars/piano, or vocals. There's over 100 new features in Band-in-a-Box® 2026 for Windows®.
There's an amazing collection of new content too, including 202 RealTracks, new RealStyles, MIDI SuperTracks, Instrumental Studies, “Songs with Vocals” Artist Performance Sets, Playable RealTracks Set 5, two RealDrums Stems sets, XPro Styles PAK 10, Xtra Styles PAK 21, and much more!
Upgrade your Band-in-a-Box for Windows to save up to 50% on most Band-in-a-Box® 2026 upgrade packages!
Plus, when you order your Band-in-a-Box® 2026 upgrade during our special, you'll receive a Free Bonus PAK of exciting new add-ons.
If you need any help deciding which package is the best option for you, just let us know. We are here to help!
Band-in-a-Box® 2026 for Windows® Special Offers Extended Until January 15, 2026!
Good news! You still have time to upgrade to the latest version of Band-in-a-Box® for Windows® and save. Our Band-in-a-Box® 2026 for Windows® special now runs through January 15, 2025!
We've packed Band-in-a-Box® 2026 with major new features, enhancements, and an incredible lineup of new content! The program now sports a sleek, modern GUI redesign across the entire interface, including updated toolbars, refreshed windows, smoother workflows, a new dark mode option, and more. The brand-new side toolbar provides quicker access to key windows, while the new Multi-View feature lets you arrange multiple windows as layered panels without overlap, creating a flexible, clutter-free workspace. We have an amazing new “AI-Notes” feature. This transcribes polyphonic audio into MIDI so you can view it in notation or play it back as MIDI. You can process an entire track (all pitched instruments and drums) or focus on individual parts like drums, bass, guitars/piano, or vocals. There's an amazing collection of new content too, including 202 RealTracks, new RealStyles, MIDI SuperTracks, Instrumental Studies, “Songs with Vocals” Artist Performance Sets, Playable RealTracks Set 5, two RealDrums Stems sets, XPro Styles PAK 10, Xtra Styles PAK 21, and much more!
There are over 100 new features in Band-in-a-Box® 2026 for Windows®.
When you order purchase Band-in-a-Box® 2026 before 11:59 PM PST on January 15th, you'll also receive a Free Bonus PAK packed with exciting new add-ons.
Upgrade to Band-in-a-Box® 2026 for Windows® today! Check out the Band-in-a-Box® packages page for all the purchase options available.
One of our representatives will be happy to help you over the phone. Our hours of operation are from
6:00AM to 6:00PM PST (GMT -8) Monday thru Friday, and 8:00AM to 4:00PM PST Saturday. We are closed Sunday. You can also send us your questions via email.
One of our representatives will be happy to help you on our Live Chat or by email. Our hours of operation are from
6:00AM to 6:00PM PST (GMT -8) Monday thru Friday; 8:00AM to 4:00PM PST (GMT -8) Saturday; Closed Sunday.