• Ep063: Building Generative AI for Speed and Cost Efficiency with Druva

  • Nov 12 2024
  • Length: 31 mins
  • Podcast

Ep063: Building Generative AI for Speed and Cost Efficiency with Druva

  • Summary

  • Register here for AWS re:Invent 2024, Dec 2-6, Las Vegas, NV

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    David Gildea of Druva shares their approach to building cost-effective, fast generative AI applications, focusing on cybersecurity, data protection, and the innovative use of LLMs for simplified, natural language threat detection.

    Topics Include:

    • Introduction by Dave Gildea, VP of Product at Druva.
    • Focus on building generative AI applications.
    • Emphasis on cost and speed optimization.
    • Mention of Amazon's Matt Wood keynote.
    • AI experience with kids using "Party Rock."
    • Prediction: GenAI as future workplace standard.
    • Overview of Druva's data security platform.
    • Three key Druva components: protection, response, and compliance.
    • Druva's autonomous, rapid, and guaranteed recovery.
    • Benefits of Druva’s 100% SaaS platform.
    • Handling 7 billion backups annually.
    • Managing 450 petabytes across 20 global regions.
    • Druva’s high NPS score of 89.
    • Introduction to Dru Investigate AI platform.
    • Generative AI for cybersecurity and threat analysis.
    • Support for backup and security admins.
    • Simplified cybersecurity threat detection.
    • AI-based natural language query interpretation.
    • Historical analogy with Charles Babbage’s steam engine.
    • "Fail upwards" model for LLM optimization.
    • Using small models first, escalating to larger ones.
    • API security and customer data protection.
    • Amazon Bedrock and security guardrails.
    • Testing LLMs with Amazon’s new prompt evaluation tool.
    • Speculation on $100 billion future model costs.
    • Session wrap up


    Participants:

    · David Gildea - VP Product Generative AI, GM of CloudRanger, Druva

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