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README.md

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+---
+license: apache-2.0
+tags: [resonance, anima, tts, speech, from-scratch]
+library_name: fsp-ttv
+---
+
+# FatStinkyPanda · Resonance — step 5,000
+
+A from-scratch **neural text-to-speech** engine (~309M params, SNAC 24 kHz codec), trained in the **Anima** project (https://github.com/FatStinkyPanda/Anima). Created & released by **FatStinkyPanda** (Daniel A. Bissey).
+
+> Honest scope: a custom architecture trained on a tiny budget. This repo holds the raw checkpoint — it loads with the project's `fsp-ttv` engine, NOT `transformers`.
+
+## Synthesize (fsp-ttv engine)
+```bash
+pip install 'git+https://github.com/FatStinkyPanda/Anima#subdirectory=engine'
+fsp-ttv synthesize "Hello from Resonance." --ckpt final.pt -o out.wav
+```
+
+## Latest validation health scores (0..1, from the engine's own instrument)
+- **behavior**: 1.0
+- **layer_health**: 1.0
+- **stability**: 1.0
+- **coarse_accuracy**: 0.0042
+- **overall**: 0.6384
+- **tf_coarse_accuracy**: 0.0042