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JUCE
JUCE is an open-source cross-platform C++ application framework for desktop and mobile applications, including VST, VST3, AU, AUv3, RTAS and AAX audio plug-ins.
All that said, unless you have to design hardware, I would recommend just using a Raspberry Pi plus the Elk Pi hat for MIDI and audio, using the Elk OS linux kernel / board support package then write your sampler using the JUCE framework plus the built-in ALSA audio / midi drivers. That'll get you making sound the fastest and get you a finished product quickest!
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A 6-voice wavetable oscillator STM32F765 project with a stereo codec: https://github.com/4ms/SWN
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A 4-input 4-output “crossfading” delay using an STM32F427 and external SDRAM chip (32MB). Achieves up to 3 minutes of 48kHz/16bit stereo delay time, less if you use 24bit. https://github.com/4ms/DLD
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A stereo output, 6-channel resonant band-pass filter using the STM32F427: https://github.com/4ms/SMR
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And if you want more processing power and memory, there are some audio examples in this project using a Cortex A7 (STM32MP157) bare-metal (512MB RAM, 800MHz) https://github.com/4ms/stm32mp1-baremetal
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