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Automating code optimization with LLMs (Practical AI #237)

6 snips
Aug 29, 2023
Learn about code optimization using AI translation of slow to fast code, the capabilities of LLMs, the state of code generation models, and the challenges and approaches of optimization. Discover the excitement for the future of AI-driven developer tools and the potential for improvement in inefficient code.
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INSIGHT

Code Optimization Importance

  • Code optimization improves speed, memory, and CPU usage, impacting cloud costs and energy consumption.
  • It's crucial for scalability, but often overlooked by developers using high-level languages.
INSIGHT

Code Optimization History

  • Traditional code optimization is manual, relying on specialized profilers and compiler options.
  • AI-driven optimization automates this, making it accessible to more developers.
ADVICE

AI Code Optimization in CI/CD

  • Integrate AI code optimization into your CI/CD pipeline, alongside testing and security scans.
  • Use it to get performance improvement suggestions on pull requests.
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