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

  • 2024/11/12
  • 再生時間: 31 分
  • ポッドキャスト

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

  • サマリー

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

    -------

    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

    See how Amazon Web Services gives you the freedom to migrate, innovate, and scale your software company at https://aws.amazon/isv/

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あらすじ・解説

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

-------

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

See how Amazon Web Services gives you the freedom to migrate, innovate, and scale your software company at https://aws.amazon/isv/

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