---
license: other
tags: [resonance, anima, tts, speech, from-scratch]
---

# FatStinkyPanda · Resonance — step 38,000

A from-scratch **neural text-to-speech** engine (SNAC 24 kHz codec), trained in the **Anima** project (https://github.com/FatStinkyPanda/Anima). The published `resonance.safetensors` holds the trained tensors; the architecture loads them via the project's private engine.

> **Proprietary architecture.** The architecture and training innovations are NOT public. This repo hosts the trained **weights + tokenizer only**; the config + modeling code stay private. Benchmarks run on **neutral free compute** and are published openly so the numbers are verifiable without exposing how the model works.

## Latest held-out benchmarks (neutral compute)
- **behavior**: 1.0
- **layer_health**: 1.0
- **stability**: 1.0
- **coarse_accuracy**: 0.0618
- **overall**: 0.6506
- **tf_coarse_accuracy**: 0.0618
- **tf_loss**: 22.0305
- **tf_loss_coarse**: 8.1523

Created & released by **FatStinkyPanda**. For access or collaboration, contact the creator.