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- Edit this `README.md` markdown file to author your organization card.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ <a href="https://symbiont.dev" target="_blank"><img src="https://github.com/ThirdKeyAI/Symbiont/raw/main/logo-hz.png"></a>
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+ # 🐙 Symbiont on Hugging Face
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+ **Secure AI-agent runtime + specialized SLMs for high-trust workflows.**
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+ We build small, safety-forward models and datasets that power **policy-gated agents**—with verifiable audit trails, strong privacy, and reproducible evaluation.
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+ > 💡 Symbiont = an agent framework + DSL designed for zero-trust, cryptographically auditable automation. This org hosts the **models, datasets, and Spaces** that plug into Symbiont (and any standard HF/Transformers stack).
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+ ---
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+ Main repo: https://github.com/ThirdKeyAI/Symbiont
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+ Python SDK: https://github.com/ThirdKeyAI/symbiont-sdk-python
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+ JS SDK: https://github.com/ThirdKeyAI/symbiont-sdk-js
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+ Symbiont-Demos: https://github.com/ThirdKeyAI/symbiont-demos
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+ ---
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+ ## 🔧 What you’ll find here (COMING SOON)
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+ * **Models (SLMs & classifiers)**
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+ * Tool-use & routing specialists (reasoning-forward, small context).
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+ * Safety & policy classifiers (e.g., tool-call SAFE/UNSAFE).
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+ * Domain mini-experts (e.g., OSINT, compliance screening, data wrangling).
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+ * **Datasets**
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+ * **Tool-calling** JSONL corpora (inputs → tools → expected calls).
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+ * **Safety** corpora (policy violations, redaction targets, PII/secret patterns).
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+ * **Domain** sets (financial filings snippets, entity linking, sanctions lexicons).
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+ * **Spaces (demos)**
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+ * Policy-gated agent sandboxes (no secrets stored; ephemeral sessions).
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+ * Evaluation dashboards (benchmarks, error taxonomies, confusion matrices).
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+ ---
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+ ## 🛡️ Principles
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+ * **Zero-trust by default:** models are small, auditable, and wrapped in policy.
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+ * **No training leakage:** org models don’t learn from your inputs.
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+ * **Reproducibility:** fixed seeds, dataset versions, and training cards per release.
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+ * **Privacy first:** redaction pipelines + opt-in logging with content digests only.
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+ * **Cryptographic traceability:** signed artifacts and hash-chained audit logs.
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+ ---
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+ ## 📣 Stay in touch
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+ * Website/Docs: [https://symbiont.dev](https://symbiont.dev) *(or your preferred site)*
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+ * Email: [[email protected]](mailto:[email protected])
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+ ---
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+ ## 📜 Citation
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+ If you use our models or datasets in research, please cite:
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+ ```
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+ @software{symbiont_ai_agents,
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+ title = {Symbiont: A Secure, Policy-Gated AI-Agent Runtime and SLM Suite},
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+ year = {2025},
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+ url = {https://symbiont.dev},
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+ author = {ThirdKey.ai}
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+ }
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+ ```
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+ ---
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+ > Questions or special licensing needs (enterprise/redistribution)? Reach out—happy to help you deploy models inside **policy-enforced, auditable** agent workflows.
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+