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README.md

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+---
+title: README
+emoji: 😻
+colorFrom: purple
+colorTo: pink
+sdk: static
+pinned: false
+license: mit
+short_description: High-efficiency LLM acceleration engine
+---
+
+<h1 align="center">Anima Core Inc.</h1>
+<h3 align="center">High-efficiency LLM acceleration for real-world AI inference</h3>
+
+<p align="center">
+  <b>7–11× faster attention on NVIDIA H100 NVL</b><br>
+  <b>~90% lower energy per token</b><br>
+  <b>Software-only, no custom hardware required</b>
+</p>
+
+---
+
+### 🚀 AN1 Acceleration Engine
+The AN1 Engine provides drop-in accelerated attention and matrix operations for PyTorch LLM inference.  
+It achieves competitive speedups to dedicated AI hardware but runs on standard NVIDIA GPUs.
+
+| Feature | Value |
+|--------:|:------|
+| Acceleration | 7.21× to 11.3× faster |
+| Energy Savings | ~90% lower joules/token |
+| Hardware | H100 NVL, A100, L40S, more |
+| Integration | PyTorch (vLLM & TensorRT adapters coming) |
+| Availability | Production pilots by request |
+
+---
+
+### 📈 Benchmarked on NVIDIA H100 NVL
+
+```text
+Baseline PyTorch (fp16, 2048 seq):
+  Latency:      11.63 ms
+  Tokens/sec:   1.41M
+  TFLOPs:       47.27
+
+AN1 Accelerated (fp16, 2048 seq):
+  Latency:      1.36 ms
+  Tokens/sec:   12.04M
+  TFLOPs:       404.01
+
+Speedup:        7.65×
+Energy Savings: ~90%
+```
+
+---
+
+### 🔗 Public Repository
+👉 https://github.com/Anima-Core/an1-engine
+
+---
+
+### 🧪 Pilot Access (Private GPU Backend)
+The CUDA backend (`an1_core_gpu`) remains proprietary.  
+To request access for benchmarking or integration:
+
+📩 **pilot@animacore.ai**
+
+Please include:
+- Name
+- Organization
+- GPU hardware available
+
 ---
-title: README
-emoji: 😻
-colorFrom: purple
-colorTo: pink
-sdk: static
-pinned: false
+
+### 🧠 Research Interest
+- Efficient LLM inference
+- Software-based structured reuse for GPU compute
+- Symbolic and neuro-symbolic acceleration
+- Meaning-based computational models
+
 ---
 
-Edit this `README.md` markdown file to author your organization card.
+### 🌱 About Anima Core
+Anima Core builds AI systems focused on secure, ethical, and computationally efficient machine intelligence.  
+We believe performance and responsibility belong together.
+
+🌐 https://www.animacore.ai