Update organization README

README.md

@@ -1,5 +1,4 @@
-![banner](https://cdn-uploads.huggingface.co/production/uploads/6690e4cacadc8dd5b9008614/Iw9rww1TDVTT9LS7kGLiv.jpeg)
-
+<img src="assets/banner.jpg" alt="Logo" style="border-radius: 30px; width: 100%;">
 
 ```
 ┌─────────────────┐     Energy-efficient inference engine for running AI on mobile devices 
@@ -95,21 +94,21 @@ graph.hard_reset();
 
 ## Benchmark (INT8)
 
-| Device | LFM2.5-1.2B<br>(1k-Prefill/100-Decode) | LFM2.5-VL-1.6B<br>(256px-Latency & Decode) | Whisper-Small<br>(30s-audio-Latency & Decode)
+| Device | LFM2.5-1.2B<br>(1k-Prefill/100-Decode) | LFM2.5-VL-1.6B<br>(256px-Latency & Decode) | Whisper-Small-244m<br>(30s-audio-Latency & Decode)
 |--------|--------|--------|----------|
-| Mac M4 Pro | 582/77 tps| 0.2s & 76tps | 0.1s & 111tps |
+| Mac M4 Pro | 582tps/77tps (76MB RAM) | 0.2s/76tps (87MB RAM) | 0.1s/111tps (73MB RAM) |
 | iPad/Mac M4 | - | - | - |
-| iPhone 17 Pro | 300/33 tps | 0.3s & 33tps | 0.6s & 114tps |
-| Galaxy S25 Ultra | 226/36 tps | 2.6s & 33tps | 2.3s & 90tps |
+| iPhone 17 Pro | 300tps/33tps (108MB RAM)| 0.3s/33tps (156MB RAM) | 0.3s/114tps (177MB RAM)|
+| Galaxy S25 Ultra | 226tps/36tps (1.2GB RAM) | 2.6s/33tps (2GB RAM) | 2.3s/90tps (363MB RAM) |
 | Pixel 10 Pro | - | - | - |
 | Vivo X200 Pro | - | - | - |
 
-| Device | LFM2-350m<br>(1k-Prefill/100-Decode) | LFM2-VL-450m<br>(256px-Latency & Decode) | Moonshine-Base<br>(30s-audio-Latency & Decode)
+| Device | LFM2-350m<br>(1k-Prefill/100-Decode) | LFM2-VL-450m<br>(256px-Latency & Decode) | Moonshine-Base-67m<br>(30s-audio-Latency & Decode)
 |--------|--------|--------|----------|
 | iPad/Mac M1 | - | - | - |
 | iPhone 13 Mini | - | - | - |
 | Galaxy A56 | - | - | - |
-| Pixel 6a | 218/44 tps | 2.5s & 36 tps | 1.5s & 189 tps |
+| Pixel 6a | 218tps/44tps (395MB RAM)| 2.5s/36tps (631MB RAM) | 1.5s/189tps (111MB RAM)|
 | Nothing CMF | - | - | - |
 | Raspberry Pi 5 | - | - | - |
 
@@ -184,5 +183,15 @@ git clone https://github.com/cactus-compute/cactus && cd cactus && source ./setu
 8. [University of Michigan Ann-Arbor MSAIL](https://msail.github.io/)
 9. [University of Colorado Boulder's AI Club](https://www.cuaiclub.org/)
 
+## Contributing to Cactus
+
+- **C++ Standard**: Use C++20 features where appropriate
+- **Formatting**: Follow the existing code style in the project, one header per folder.
+- **Comments**: Avoid comments, make your code read like plain english
+- **AI-Generated Code**: Do not bindly PR AI slop, this codebase is very complex, they miss details.
+- **Update docs**: Please update docs when necessary, be intuitive and straightforward. 
+- **Keep It Simple**: Do not go beyond the scope of the GH issue, avoid bloated PRs, keep codes lean.
+- **Benchmark Your Changes**: Test performance impact, Cactus is performance-critical. 
+
 ## Join The Community
 - [Reddit Channel](https://www.reddit.com/r/cactuscompute/)