AIVA (Artificial Intelligence Virtual Artist)
The premier AI music composition engine for unique, emotional soundtracks and MIDI-level creative control.

AI-powered melodic interpolation and latent space exploration for musical composition.
Melody Mixer is a technical implementation of Google's Magenta MusicVAE (Variational Autoencoder), designed to allow musicians and developers to bridge the gap between distinct musical ideas. In the 2026 market, it stands as a cornerstone of generative audio research, leveraging TensorFlow.js for client-side inference. The tool operates by mapping MIDI sequences into a high-dimensional latent space. By defining two or more anchor melodies, users can explore the mathematical 'midpoints' between these themes, resulting in organic, musically coherent transitions that maintain the rhythmic and tonal integrity of the source material. Its architecture is built on a hierarchical RNN (Recurrent Neural Network) structure that models long-term dependencies in monophonic and polyphonic sequences. As an open-source framework, it has evolved into a standard for real-time web-based audio synthesis, often integrated into larger DAW environments via Max for Live or custom VST wrappers. Its 2026 relevance is maintained through its low-latency performance and its ability to act as a creative 'bridge' rather than a black-box generator, providing composers with granular control over the generative process.
Uses Variational Autoencoders (VAE) to find a continuous path between two discrete MIDI sequences.
The premier AI music composition engine for unique, emotional soundtracks and MIDI-level creative control.
Architecting studio-grade MIDI and audio compositions through advanced algorithmic music theory.
Cloud-native DAW with integrated AI-driven orchestration and stem isolation.
AI-powered songwriting assistant for data-driven melody and chord progression generation.
Verified feedback from the global deployment network.
Post queries, share implementation strategies, and help other users.
Processes all neural network operations in the browser using WebGL/WebGPU.
Supports multi-note sequences including chords and complex rhythmic patterns.
Adjustable softmax temperature for the output layer to scale confidence vs. variety.
Dynamic mapping of high-dimensional vectors onto a 2D Cartesian plane.
Can route generated sequences directly to external hardware via Web MIDI API.
Allows swapping of checkpoint models (Trio, Multi-track, Melodic).
Struggling to create a smooth transition between a Verse and a Chorus.
Registry Updated:2/7/2026
Needing multiple versions of a single motif for background scoring.
Creating generative music that reacts to user input.