docs: author official Kronumos AI organization profile card

README.md

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-title: README
-emoji: 📊
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+title: Kronumos AI
+emoji: 🏛️
+colorFrom: blue
+colorTo: indigo
 sdk: static
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 ---
 
-Edit this `README.md` markdown file to author your organization card.
+<div align="center">
+
+<img src="https://raw.githubusercontent.com/Tokenectomy-Labs/Kronomus/main/assets/kronumos_logo.png" alt="Kronumos AI" width="340" />
+
+# 🏛️ Kronumos Cybernetics (Kronumos AI)
+### Deterministic Dual-Brain Autonomous Program Repair & Systems Engineering
+
+[![Springer Nature DOI](https://img.shields.io/badge/Springer_Nature-10.21203%2Frs.3.rs--11205335%2Fv1-00758f?style=flat-square&logo=springer&logoColor=white)](https://doi.org/10.21203/rs.3.rs-11205335/v1)
+[![ORCID](https://img.shields.io/badge/ORCID-0009--0000--7909--4916-A6CE39?style=flat-square&logo=orcid&logoColor=white)](https://orcid.org/0009-0000-7909-4916)
+[![Sub-Cortex: 100% Native Rust](https://img.shields.io/badge/Sub--Cortex-100%25_Native_Rust_(5µs)-DEA584?style=flat-square&logo=rust)](https://github.com/Tokenectomy-Labs/Kronomus)
+[![Benchmark: SWE-bench Verified](https://img.shields.io/badge/Benchmark-SWE--bench_Verified-success?style=flat-square)](https://huggingface.co/datasets/princeton-nlp/SWE-bench_Verified)
+
+<p align="center">
+  <a href="https://doi.org/10.21203/rs.3.rs-11205335/v1"><b>[📄 Research Preprint]</b></a> •
+  <a href="https://github.com/Tokenectomy-Labs/Kronomus"><b>[💻 GitHub Repository]</b></a> •
+  <a href="https://github.com/Tokenectomy-Labs/Kronomus/blob/main/LICENSE_ENTERPRISE.md"><b>[⚖️ Enterprise Terms]</b></a>
+</p>
+
+</div>
+
+---
+
+### 🔬 About Kronumos AI
+**Kronumos AI** is a cybernetic artificial intelligence research and systems engineering organization developing deterministic **Dual-Brain foundation models** and autonomous program repair systems. 
+
+By coupling large-scale mixture-of-experts cognitive cortices with native microsecond Rust compiler Sub-Cortex kernels (`libtokenectomy_subcortex.so`, C-ABI 5µs latency), Kronumos **eliminates 93.5% of context token bloat** and guarantees **100% zero-dirty-diff repairs** on production software monorepos.
+
+---
+
+### 🚀 Production Model Portfolio
+
+| Model | Architecture | Parameters | Target Workload | Access |
+| :--- | :--- | :---: | :--- | :--- |
+| 🏛️ [**Kronumos Aion**](https://huggingface.co/Kronumos/Kronumos-Aion) | MoE Dual-Brain | **671B** | Planetary-scale multi-hop enterprise repair | [Explore Model](https://huggingface.co/Kronumos/Kronumos-Aion) |
+| ⚡ [**Kronumos 2 Kairos**](https://huggingface.co/Kronumos/Kronumos-Kairos-v2) | Dense Distilled | **7.6B** | High-velocity local dev & offline CI/CD | [Explore Model](https://huggingface.co/Kronumos/Kronumos-Kairos-v2) |
+| 💻 [**Kronumos 14B Kairos**](https://huggingface.co/Kronumos/Kronumos-14B-Kairos) | Sovereign Dense | **14.7B** | Complex algebraic & symbolic AST remediation | [Explore Model](https://huggingface.co/Kronumos/Kronumos-14B-Kairos) |
+
+---
+
+### ⚡ Core Engineering Invariants
+1. **Sub-Microsecond Determinism**: Native Rust C-ABI execution with 5µs Tree-sitter AST indentation and scope verification.
+2. **Context Efficiency**: 93.5% reduction in input token bloat via deterministic Issue De-Noising.
+3. **Hardware-Grounded Truth**: Rigorously benchmarked on **Princeton SWE-bench Verified** with official Docker pytest execution containers.
+
+---
+
+### 📖 Citation & Research Provenance
+```bibtex
+@article{daffa2026kronumos,
+  title     = {Kronumos 2 Kairos: Cost-Bounded Automated Program Repair via Dual-Brain Cybernetic Sub-Cortex on SWE-bench Verified},
+  author    = {Muhammad Naufal Daffa},
+  journal   = {Springer Nature Research Square},
+  year      = {2026},
+  doi       = {10.21203/rs.3.rs-11205335/v1},
+  url       = {https://doi.org/10.21203/rs.3.rs-11205335/v1}
+}
+```
+
+* **Author & Research Lead:** Muhammad Naufal Daffa ([ORCID: 0009-0000-7909-4916](https://orcid.org/0009-0000-7909-4916))  
+* **Organization:** Tokenectomy Labs