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Discovery Loop (discoveryloop.com)

954 points by xtreak29 · 22 days ago · 603 comments on HN

Article summary

Discovery Loop is a startup founded by a team of experienced researchers, including Jeff Dean, Sanjay Ghemawat, Quoc Le, and Oriol Vinyals, with the goal of automating the experimental loop in scientific research and engineering. The company aims to use AI models and large-scale computational infrastructure to rapidly propose, run, and learn from experiments, accelerating the pace of scientific discovery. The founders have a background in developing critical infrastructure and AI advances, including Google Search, Google Ads, and TensorFlow. The startup plans to initially focus on automating machine learning research and engineering.

Main themes

  • Automating scientific research
  • AI in engineering
  • Startup founders
  • Machine learning
  • Scientific discovery
  • Innovation

What commenters say

  • The startup's approach may not be able to fully replace human intuition and experimentation in scientific research.
  • The use of AI in automating the experimental loop has the potential to greatly accelerate scientific progress, but may also lead to inefficiencies and technical debt.
  • The founders' experience and track record in developing successful technologies and infrastructure is a significant advantage for the startup.
  • The concept of a 'lifestyle business' versus a traditional startup is debated, with some arguing that the primary goal of a startup should be to grow quickly, while others see value in a more sustainable and socially responsible approach.
  • Some commenters are skeptical about the potential for AI to fully solve complex problems without human input and feedback from reality.
  • The startup's focus on automating machine learning research and engineering may lead to significant breakthroughs, but also raises concerns about the potential for brute-force approaches to become overly reliant on computational power and data.
  • The role of public benefit corporations (PBCs) is discussed, with some arguing that they offer a more sustainable and socially responsible alternative to traditional startups, while others see them as indistinguishable from for-profit corporations.
  • The potential for large corporations, such as Google, to acquire or invest in startups like Discovery Loop is seen as a potential outcome, highlighting the complex relationships between talent, innovation, and corporate interests.