Wild Intelligence by Yael Rozencwajg
Wild Intelligence
The road ahead: a call to responsible innovation | Episode 8, The Wild Intelligence Podcast
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The road ahead: a call to responsible innovation | Episode 8, The Wild Intelligence Podcast

Extract from part 5/5 of the AI dystopia series

How can we ensure responsible innovation in AI to avoid a dystopian future and instead harness its potential for good?

Summary

In this episode, we discuss the limitations of current AI technology, particularly in areas such as large language models and retrieval-augmented generation models (RAGs).

It argues that while these tools are powerful, they can struggle to provide accurate and reliable information, especially when faced with complex or ambiguous queries.

We also highlight the need for robust information architecture and ontologies that are free from bias to ensure ethical and responsible development and deployment of AI.

We propose a modular approach to AI, suggesting that general-purpose AI should be broken down into single-purpose tools with built-in safety features to mitigate the risks of unintended bias and discrimination.

Ultimately, we emphasize the importance of human oversight and collaboration in guiding the ethical development of AI.

The questions to ask:

  • What are the potential benefits and drawbacks of using ontologies in AI systems, particularly in scalability, information architecture, and user experience?

  • How do Retrieval-Augmented Generation (RAG) models address the "known-unknown queries" problem, and what are their limitations in comparison to human reasoning and information-seeking abilities?

  • What are the ethical considerations surrounding the development and deployment of general-purpose AI, and how can we ensure responsible innovation while maintaining the potential of this?

This conversation was auto-generated with AI. It is an experiment with you in mind.
The purpose of this first podcast series is to consider how we can reverse the current rising tide of threats by shifting our conception of systems adapted to the new paradigm.
Looking forward to your feedback. I appreciate your support and engagement.
Yael

Deep dive and practice:

The AI dystopia, a Wild Intelligence’s exclusive series

This new series is a processing power that will hopefully help you take some time and distance from a dystopian future reality:

1. The genesis: a flawed utopia

2. The algorithm’s bias

3. The singularity and its shadows

4. The human response: revolution or realignment?

5. The road ahead: a call to responsible innovation

Bonus: AI dystopia series | A pragmatic recap

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Wild Intelligence by Yael Rozencwajg
Wild Intelligence
Artificial Intelligence will be critical to organizations' successful defense and security. However, in the coming years, innovation in AI-powered cyber resilience will need to reverse the current rising tide of threats by shifting our conception to a mission adapted to the new paradigm: hybrid systems.