Karte: explizite Farben für Überschriften und Fettdruck

README.md

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 ![Keyvan.ai](https://huggingface.co/spaces/keyvan-ai/README/resolve/main/banner.png)
 
-Keyvan.ai is an independent AI research and engineering practice based in Germany (Keyvan Hardani). We build and evaluate language, vision, audio and security models for production use, with a focus on small models that run on-premises, and we publish our experiments with full protocols.
+<strong style="color:#ffffff">Keyvan.ai</strong> is an independent AI research and engineering practice based in Germany (Keyvan Hardani). We build and evaluate language, vision, audio and security models for production use, with a focus on small models that run on-premises, and we publish our experiments with full protocols.
 
-## Current research: weight-space programming
+<h2 style="color:#ffffff;font-size:1.25em;margin:1.2em 0 .4em">Current research: weight-space programming</h2>
 
 Editing the weights of neural networks directly with a frontier model as the agent, without gradients or training, verified by a fixed evaluation harness. Following the MIT CSAIL study *Sparks of Weight-Space Programming* (2 November 2026), we replicated and extended the approach with Claude Mythos 5.1.
 
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 ![MATH-500](https://huggingface.co/spaces/keyvan-ai/README/resolve/main/abb1_math500.png)
 
-## Models
+<h2 style="color:#ffffff;font-size:1.25em;margin:1.2em 0 .4em">Models</h2>
 
-**German language (Mankei family)**
+<p style="color:#ffffff;font-weight:700;margin:1em 0 .2em">German language (Mankei family)</p>
 - [Mankei-1B-Chat](https://huggingface.co/keyvan-ai/Mankei-1B-Chat) · [Mankei-1B-Chat-GGUF](https://huggingface.co/keyvan-ai/Mankei-1B-Chat-GGUF) – 1B German chat model, safetensors and GGUF
 - [Mankei-Boarisch](https://huggingface.co/keyvan-ai/Mankei-Boarisch) – 1B Bavarian-dialect text generation
 - [Mankei-326M-Embedder](https://huggingface.co/keyvan-ai/Mankei-326M-Embedder) · [Mankei-326M-Reranker](https://huggingface.co/keyvan-ai/Mankei-326M-Reranker) – German retrieval: sentence embeddings and reranking
 - [Mankei-Reflex](https://huggingface.co/keyvan-ai/Mankei-Reflex) – text classification
 - [german-text-3.1](https://huggingface.co/keyvan-ai/german-text-3.1) – 2B German text generation
 
-**German document understanding (German-OCR family)**
+<p style="color:#ffffff;font-weight:700;margin:1em 0 .2em">German document understanding (German-OCR family)</p>
 - [german-ocr-3.1](https://huggingface.co/keyvan-ai/german-ocr-3.1) (2B) · [german-ocr-3](https://huggingface.co/keyvan-ai/german-ocr-3) (0.8B) – image-text-to-text models for German documents
 - [german-ocr](https://huggingface.co/keyvan-ai/german-ocr) · [german-ocr-2b-gguf](https://huggingface.co/keyvan-ai/german-ocr-2b-gguf) · [german-ocr-turbo](https://huggingface.co/keyvan-ai/german-ocr-turbo) · [g-ocr](https://huggingface.co/keyvan-ai/g-ocr) – earlier generations and GGUF builds
 
-**Vision and industrial inspection**
+<p style="color:#ffffff;font-weight:700;margin:1em 0 .2em">Vision and industrial inspection</p>
 - [belegant-4b](https://huggingface.co/keyvan-ai/belegant-4b) – 4B image-text-to-text model for receipts and business documents
 - [AnomalyDetection-MVTech-Metal](https://huggingface.co/keyvan-ai/AnomalyDetection-MVTech-Metal) – image segmentation for surface anomalies on metal parts
 
-**Audio**
+<p style="color:#ffffff;font-weight:700;margin:1em 0 .2em">Audio</p>
 - [wakecore](https://huggingface.co/keyvan-ai/wakecore) – wake-word and audio classification
 
-**Security: intrusion detection for vehicle and IT networks**
+<p style="color:#ffffff;font-weight:700;margin:1em 0 .2em">Security: intrusion detection for vehicle and IT networks</p>
 - [CanDefender](https://huggingface.co/keyvan-ai/CanDefender) · [CanDefender-Fuzzy](https://huggingface.co/keyvan-ai/CanDefender-Fuzzy) · [CANDefender-DoS](https://huggingface.co/keyvan-ai/CANDefender-DoS) – CAN-bus intrusion detection (fuzzing and DoS attacks)
 - [SecIDS-v2](https://huggingface.co/keyvan-ai/SecIDS-v2) · [SecIDS-CNN](https://huggingface.co/keyvan-ai/SecIDS-CNN) – network intrusion detection
 
-## Principles
+<h2 style="color:#ffffff;font-size:1.25em;margin:1.2em 0 .4em">Principles</h2>
 
 Every published result comes with the protocol it was measured under, the controls that were run, and the limitations we found. Models are released under their base-model licences; reports under CC BY 4.0.
 
 [keyvan.ai](https://keyvan.ai) · [GitHub](https://github.com/keyvanhardani) · [LinkedIn](https://www.linkedin.com/in/keyvanhardani)
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