The New Automation Mindset: AI + Automation + Integration

The Importance of Adaptability and Rethinking Every Process in the New Era of AI

7 snips
Nov 28, 2023
Rama Akkiraju, VP of AI and ML at NVIDIA and former CTO of IBM Watson AI, dives deep into the transformative power of generative AI. She shares how AI is democratizing business processes, making AI solutions accessible to non-experts. Rama highlights the significance of unstructured data as a new gold mine and discusses the need for robust governance in AI usage. She emphasizes the importance of adaptability and agile architectures in navigating the evolving tech landscape, urging organizations to rethink their processes for better outcomes.
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INSIGHT

ChatGPT As An AI Watershed

  • The release of ChatGPT marked a watershed moment that made many fringe AI use cases suddenly practical.
  • Democratization shifted work from data scientists to engineers and business users who can call APIs to start building solutions.
ADVICE

Enable Citizen Developers First

  • Empower citizen developers by providing simple API access and prebuilt models before heavy customization.
  • Use foundational LLMs to get usable first drafts and reserve fine-tuning for special cases.
INSIGHT

LLMs Reboot Application Orchestration

  • LLM-based frameworks can orchestrate app integrations similarly to past SOAP/WS days but with far more semantic power.
  • Modern orchestration platforms plus LLMs improve schema matching and dynamic composition.
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