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title: README
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> [!WARNING]
> This repository contains experimental models designed strictly for academic evaluation and research purposes.
> 
> Critical Constraints:
> * **No Production Deployment:** Experimental models must not be deployed in commercial, enterprise, or mission-critical environments under any circumstances. 
> * **No Liability:** Experimental models are provided "as-is" without warranties of any kind. The developers assume zero liability for downstream consequences, system integration failures, or regulatory non-compliance resulting from unauthorized deployment.

# Hi there 👋  

Welcome to ethicalabs.ai — a EU AI research lab based in Italy, focused on sovereign and privacy-preserving AI.

## 🌟 What We're Building 🇮🇹

### Echo-DSRN

A surprise-gated dual-state recurrent architecture (decoder-only) available in 4 families:

- [**Echo-DSRN**](https://huggingface.co/collections/ethicalabs/echo-dsrn-recurrent-hybrid), Recurrent Hybrid, 114M parameters.
- [**Echo-DSRN Hybrid**](https://huggingface.co/collections/ethicalabs/echo-dsrn-transformers-hybrid), Transformers Backbone (Qwen2.5) + Echo-DSRN memory injectors, 0.7B and 2.0B parameters.
- [**Echo-DSRN Classifier**](https://huggingface.co/collections/ethicalabs/echo-dsrn-classifier), Recurrent Hybrid + Classification Head, 98M parameters.
- [**Echo-DSRN Embedding**](https://huggingface.co/collections/ethicalabs/echo-dsrn-embedding), *Coming Soon!*

## 🔬 Research Philosophy

Edge, bare-metal and cloud-native deployment. Intelligence at the edge — bounded by physics, not APIs.

##  🌈 Get Involved

- **GitHub**:  [ethicalabs-ai](https://github.com/sponsors/ethicalabs-ai)
- **Support**: [Become a sponsor to ethicalabs.ai](https://github.com/sponsors/ethicalabs-ai)

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*© 2026 [Ethicalabs.ai](https://www.ethicalabs.ai/) 🇮🇹 — incubated by [Dorvan Srl](https://www.dorvan.it/) - Operational headquarters: Via Privata Farnese 1/3, 20146 Milano (MI), Italy - Registered address: Via Enrico Cernuschi 4, 20129 Milano (MI), Italy*