60,000 Times Slower Python

60,000 Times Slower Python

Author: Noah Gift February 23, 2025 Duration: 10:14

The End of Moore's Law and the Future of Computing Performance

The Automobile Industry Parallel

  • 1960s: Focus on power over efficiency (muscle cars, gas guzzlers)
  • Evolution through Japanese efficiency, turbocharging, to electric vehicles
  • Similar pattern now happening in computing

The Python Performance Crisis

  • Matrix multiplication example: 7 hours vs 0.5 seconds
  • 60,000x performance difference through optimization
  • Demonstrates massive inefficiencies in modern languages
  • Industry was misled by Moore's Law into deprioritizing performance

Performance Improvement Hierarchy

  1. Language Choice Improvements:

    • Java: 11x faster than Python
    • C: 50x faster than Python
    • Why stop at C-level performance?
  2. Additional Optimization Layers:

    • Parallel loops: 366x speedup
    • Parallel divide and conquer
    • Vectorization
    • Chip-specific features

The New Reality in 2025

  • Moore's Law's automatic performance gains are gone
  • LLMs make code generation easier but not necessarily better
  • Need experts who understand performance optimization
  • Pushing for "faster than C" as the new standard

Future Directions

  • Modern compiled languages gaining attention (Rust, Go, Zig)
  • Example: 16KB Zig web server in Docker
  • Rethinking architectures:
    • Microservices with tiny containers
    • WebAssembly over JavaScript
    • Performance-first design

Key Paradigm Shifts

  • Developer time no longer prioritized over runtime
  • Production code should never be slower than C
  • Single-stack ownership enables optimization
  • Need for coordinated improvement across:
    • Language design
    • Algorithms
    • Hardware architecture

Looking Forward

  • Shift from interpreted to modern compiled languages
  • Performance engineering becoming critical skill
  • Domain-specific hardware acceleration
  • Integrated approach to performance optimization

🔥 Hot Course Offers:

🚀 Level Up Your Career:

Learn end-to-end ML engineering from industry veterans at PAIML.COM


Noah Gift guides you through a year-long journey with 52 Weeks of Cloud, a weekly exploration designed for anyone building, managing, or simply curious about modern cloud infrastructure. Each episode digs into a specific technical topic, moving beyond surface-level explanations to offer practical insights you can apply. You’ll hear detailed discussions on the platforms that power the industry-like AWS, Azure, and Google Cloud-and how to navigate multi-cloud strategies effectively. The conversation regularly delves into the orchestration of these systems with Kubernetes and the specialized world of machine learning operations, or MLOps, including the integration and implications of large language models. This isn't just theory; it's a focused look at the tools and methodologies shaping how software is deployed and scaled today. By committing to this podcast, you're essentially getting a structured, expert-led curriculum that breaks down complex subjects into manageable weekly segments, all aimed at building a comprehensive and practical understanding of the cloud ecosystem.
Author: Language: English Episodes: 225

52 Weeks of Cloud
Podcast Episodes
The Pragmatic AI Labs Alternative University [not-audio_url] [/not-audio_url]

Duration: 14:04
Noah Gift, founder of Pragmatic AI Labs, shares his personal journey from working in TV/film to building an alternative university that combines the best of academia, content creation, and industry experience to provide…
Title: Cloud Computing Fundamentals: Models, Services, and AWS Overview [not-audio_url] [/not-audio_url]

Duration: 25:30
🔥 Hot Course Offers:🤖 Master GenAI Engineering - Build Production AI Systems🦀 Learn Professional Rust - Industry-Grade Development📊 AWS AI & Analytics - Scale Your ML in Cloud⚡ Production GenAI on AWS - Deploy at Enterpr…
AWS Billing and Support: Managing Costs and Leveraging Expertise [not-audio_url] [/not-audio_url]

Duration: 7:16
edX ✨I build courses: https://insight.paiml.com/d69 📚edX Professional Certificate in Rust Programming: https://insight.paiml.com/tkg📚edX Rust Data Engineering: https://insight.paiml.com/fhd 📚edX Professional Certificate…
AWS Cloud Security: Shared Responsibility and Best Practices [not-audio_url] [/not-audio_url]

Duration: 24:57
edX ✨I build courses: https://insight.paiml.com/d69 📚edX Professional Certificate in Rust Programming: https://insight.paiml.com/tkg📚edX Rust Data Engineering: https://insight.paiml.com/fhd 📚edX Professional Certificate…
AWS Elastic Services: Scaling and Load Balancing in the Cloud [not-audio_url] [/not-audio_url]

Duration: 12:49
edX ✨I build courses: https://insight.paiml.com/d69 📚edX Professional Certificate in Rust Programming: https://insight.paiml.com/tkg📚edX Rust Data Engineering: https://insight.paiml.com/fhd 📚edX Professional Certificate…
AWS Database Services: Managed Solutions for Diverse Needs [not-audio_url] [/not-audio_url]

Duration: 14:18
edX ✨I build courses: https://insight.paiml.com/d69 📚edX Professional Certificate in Rust Programming: https://insight.paiml.com/tkg📚edX Rust Data Engineering: https://insight.paiml.com/fhd 📚edX Professional Certificate…
AWS Virtual Private Cloud (VPC) and CloudFront [not-audio_url] [/not-audio_url]

Duration: 10:17
AWS Virtual Private Cloud (VPC) enables the creation of logically isolated virtual networks on the AWS Cloud, offering security, flexibility, and integration with various AWS services. CloudFront, a global content delive…
AWS Storage Services: EBS, S3, EFS, and Glacier [not-audio_url] [/not-audio_url]

Duration: 23:12
edX ✨I build courses: https://insight.paiml.com/d69 📚edX Professional Certificate in Rust Programming: https://insight.paiml.com/tkg📚edX Rust Data Engineering: https://insight.paiml.com/fhd 📚edX Professional Certificate…