nowfound

AI · May 27, 2026

Demon – open-source real-time music diffusion engine, 25Hz local GPU

YO, I’m Ryan, lead author. I’ve been contributing open source generative audio stuff for a while now, audio reactive Comfy nodes, extended ACEstep support in Comfy, etc.. I just opened-sourced a new audio project that I've been working on for a few months and I want to tell y'all about it. WHAT IS IS DEMON: Diffusion Engine for Musical Orchestrated Noise This is StreamDiffusion but with audio instead of images, and ACEStep 1.5 instead of Stable Diffusion. It’s responsive enough that you can play it like an instrument, and remix in near real-time. I also distilled the ACEStep VAE: it’s faster…

Demon – open-source real-time music diffusion engine, 25Hz local GPU launched on May 27, 2026 with 17 votes, #950 of 20,538 launches that month and more than 90% of that year's launches.

In plain words

Demon is an open-source real-time music generation engine that runs locally on GPU at 25Hz, applying diffusion-based audio synthesis similar to image generation tools. Built on ACEStep 1.5 with a distilled VAE for faster processing, it generates music responsively enough to play and remix like an instrument in near real-time. Designed for musicians and developers interested in generative audio, Demon includes hundreds of trained LoRA and DoRA models for sound customization and experimentation.

written from the facts on this page · September 2026

From the sources

DEMON: a streaming diffusion engine for real-time music generation, built on ACE-Step v1.5.

DEMON is a streaming diffusion engine for music, built on ACE-Step v1.5 (2 B turbo and 5 B XL turbo). A ring buffer of in-flight generations, each carrying its own per-slot timestep schedule, is advanced by one batched decoder forward pass per tick; after warmup, at full pipeline depth, every tick produces a finished song latent. Every solver-side parameter (per-frame source preservation, velocity scaling, ODE noise injection, classifier-free guidance, x0-target morphing, channel gain) accepts a scalar or a per-frame curve at the latent's 25 Hz frame resolution, and a shared-mutable-curve lane propagates parameter changes to every in-flight slot on the next tick, independent of pipeline…from daydreamlive.github.io

In the maker’s words, at launch

YO, I’m Ryan, lead author. I’ve been contributing open source generative audio stuff for a while now, audio reactive Comfy nodes, extended ACEstep support in Comfy, etc.. I just opened-sourced a new audio project that I've been working on for a few months and I want to tell y'all about it. WHAT IS IS DEMON: Diffusion…

Does a similar job

all alternatives →
  • Audiocube – A 3D DAW for Spatial Audio2025 · audiocube.app · ▲253

    I’ve recently released my solo project Audiocube I wanted to make a 3D DAW, where spatial audio, physics, and virtual acoustics are all directly integrated into the engine. This makes it easy to create music in 3D, and experiment with new techniques which aren’t possible in traditional DAWs and plugins. I’d love to get any feedback on this software (Mac/Windows) to make it better. You can download it for free through the website. Thanks, Noah

  • AudioCraft2023 · ai.meta.com · ▲285

    Generative AI for audio made simple

  • SA
    Sonauto – A more controllable AI music creator2024 · sonauto.ai · ▲454

    Hey HN, My cofounder and I trained an AI music generation model and after a month of testing we're launching 1.0 today. Ours is interesting because it's a latent diffusion model instead of a language model, which makes it more controllable: https://sonauto.ai/ Others do music generation by training a Vector Quantized Variational Autoencoder like Descript Audio Codec (https://github.com/descriptinc/descript-audio-codec) to turn music into tokens, then training an LLM on those tokens. Instead, we ripped the tokenization part off and replaced it with a normal…

  • MA
    Music Audio Search Engine Using OpenAI's Embeddings on GPT Descriptions2023 · muzic-sage.vercel.app · ▲92

    I am excited to announce a new tool for music producers and audio enthusiasts - a music audio search engine. With just a simple description of the groove you're looking for, our semantic search engine will output the most similar audio in seconds. I used the Freesound.org API to upload over 3,000 grooves to MongoDB, and combined all the relevant data such as tags, title, description, BPM, etc. into OpenAI's Text-Davinci to generate a unique description of each sound. I then embedded these descriptions using the Ada Embeddings Model and inserted them into Pinecone DB vector database, making…

  • Cloning a musical instrument from 16 seconds of audio2022 · erlj.notion.site · ▲185

    In 2020, Magenta released DDSP [1], a machine learning algorithm / python library which made it possible to generate good sounding instrument synthesizers from about 6-10 minutes of data. While working with DDSP for a project, we realised how it was actually quite hard to find 6-10 minute of clean recordings of monophonic instruments. In this project, we have combined the DDSP architecture with a domain adaptation technique from speech synthesis [2]. This domain adaptation technique works by pre-training our model on many different recordings from the Solos dataset [3] first and then…

  • Stable Audio 2.02024 · stability.ai · ▲156

    One shot sample generation for the SignalsAndSorcery.com platform - shiehn/sas-sample-generator

More ai this month

the category →
  • Video model that turns script into viral social media videos

    AI · 18d ago · spira.ai

  • The browser where Claude Code and Codex work beside you

    AI · 18d ago · rill.love

  • Kolibri is Aleph Alpha

    AI · 20d ago · tej.as

  • Paintings by AI models: programs run through a simulation of oil paint.

    AI · 21d ago · stillwet.art

  • A real-time world model you can explore and change

    AI · 30d ago · world.pixverse.video

  • Beam.win▲378

    Run AI agents on one Mac and use its windows on another

    AI · 4d ago · beam.win

Source: Show HN post ↗ · launch text quoted in part

Launched alongside, May 2026

the whole month →
  • Brew ▲900

    Like Claude design for email marketing

    AI · May 2026 · brew.new

  • Parallel agents, diff reviewer, and multi-model comparisons

    Dev tools · May 2026 · kilo.ai

  • StoreClaw▲806

    Grow your store profits with agents that know how to sell

    AI · May 2026 · storeclaw.ai

  • Give your agent a real number and voice to make calls.

    AI · May 2026 · pollyreach.ai

  • Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices. We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led to an observation: agentic experiences are built upon tool calling, and massive models are overkill for it. Tool calling is fundamentally retrieval-and-assembly (match query to tool name, extract argument values, emit JSON), not reasoning. Cross-attention…

    Life & fun · May 2026 · github.com

  • 🌱 Private, quiet space for thinking. Simple app for .md files. - zakirullin/files.md

    Dev tools · May 2026 · github.com