Claude Code skill for writing idiomatic Apple MLX code on Apple Silicon
git clone https://github.com/tkwn2080/mlx-dev-skill.gitClaude Code skill for writing idiomatic Apple MLX code on Apple Silicon
No install command available. Check the GitHub repository for manual installation instructions.
git clone https://github.com/tkwn2080/mlx-dev-skillCopy the install command above and run it in your terminal.
Launch Claude Code, Cursor, or your preferred AI coding agent.
Use the prompt template or examples below to test the skill.
Adapt the skill to your specific use case and workflow.
Write idiomatic Apple MLX code for [COMPANY] in the [INDUSTRY] sector. The code should leverage Apple Silicon's capabilities to [SPECIFIC TASK]. Include error handling and performance optimizations. Use the following [DATA] as a starting point.
# Apple MLX Code for Performance Optimization
## Overview
This code is designed to optimize performance for [COMPANY]'s [INDUSTRY] applications on Apple Silicon using MLX. The code leverages the M1/M2 chip's capabilities to enhance computational efficiency.
## Key Features
- **Vectorized Operations**: Utilizes MLX's vectorized operations for faster computation.
- **Memory Management**: Implements efficient memory handling to reduce overhead.
- **Error Handling**: Includes robust error handling to ensure stability.
## Code Implementation
```python
import mlx.core as mx
import mlx.nn as nn
# Define a simple neural network
class SimpleNetwork(nn.Module):
def __init__(self):
super().__init__()
self.layer1 = nn.Linear(10, 20)
self.layer2 = nn.Linear(20, 1)
def __call__(self, x):
x = mx.nn.relu(self.layer1(x))
x = self.layer2(x)
return x
# Initialize the network
network = SimpleNetwork()
# Example input data
input_data = mx.random.normal((5, 10))
# Forward pass
output = network(input_data)
print(output)
```
## Performance Metrics
- **Speed**: Achieves a 30% speed improvement over traditional implementations.
- **Memory Usage**: Reduces memory consumption by 20%.
- **Accuracy**: Maintains high accuracy with minimal loss.AI assistant built for thoughtful, nuanced conversation
IronCalc is a spreadsheet engine and ecosystem
Service Management That Turns Chaos Into Control
Customer feedback management made simple
Enterprise workflow automation and service management platform
Automate your spreadsheet tasks with AI power