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README.md
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title: SymbioGPT
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sdk: docker
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title: SymbioGPT-10M
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emoji: 🧬
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app_port: 7860
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# SymbioGPT-10M
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Multi-organelle GPT language model (11.6M params) trained on classical philosophy texts.
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## Architecture
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4 organelles fused via learned per-channel OrganelleGate:
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- **CausalConv** — local n-gram detection (O(n))
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- **MonarchMatrix** — sub-quadratic global mixing via butterfly matrices (O(n sqrt(n)))
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- **LongConv** — dense causal convolution with exponential decay (O(n))
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- **CausalSelfAttention** — multi-head attention with RoPE (O(n^2))
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Plus: RMSNorm, SwiGLU FFN, SkipGate residuals, weight-tied output.
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## API
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OpenAI-compatible endpoints:
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- `GET /` — health check and model info
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- `GET /v1/models` — list models
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- `POST /v1/chat/completions` — generate text (streaming supported)
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## Links
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- **Model**: [LisaMegaWatts/SymbioGPT-10M](https://huggingface.co/LisaMegaWatts/SymbioGPT-10M)
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- **Source**: [DavinciDreams/symbiogenesis](https://github.com/DavinciDreams/symbiogenesis)
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