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Asynchronous & Unreliable - Conversations on The Edge of Software

Ep 12: How Can We Trust AI To Build Software? With Jon Berger

41 min8 juni 2026

Shownotes

Title: Navigating AI's Impact on Software Development and Trust

O'Reilly author Anne Currie and Mission Critical software expert Jon Berger discuss the question of the moment: how can we entrust AI with the software that underpins everything?

Join Anne and Jon as they explore real experiments, strategic implications, and practical steps for leaders in a rapidly evolving tech landscape.

Main Topics:

  • The future of AI in software engineering: rapid development and risk management
  • Leadership strategies for integrating AI with team dynamics and trust
  • Fundamental principles in software and life that AI may reshape
  • Practical ways to start using AI safely in development cycles
  • The importance of diversified oversight and multiple 'oracles' in AI deployment

In this episode:

  • How AI is changing the long-term landscape of human versus machine-built software
  • Why understanding your unique business context matters in adopting AI tools
  • The significance of experimenting with low-risk AI integrations like code review and testing
  • The evolving concept of trust in AI-generated code and processes
  • Strategic leadership tips: balancing risks, risks awareness, and fostering innovation


Timestamps: 

00:00 - Welcome and episode overview on AI's influence on software creation

01:22 - Transition from human-only to AI-assisted software engineering

02:48 - The importance of understanding your context as a leader

03:46 - Considerations for teams experimenting with AI in development

04:19 - Risks and opportunities in AI-driven software processes

05:50 - How speed and scale shape business decisions in AI-enabled environments

07:12 - The role of leadership in managing AI adoption and team dynamics

08:37 - Critical thinking about AI's impact on team sizes and productivity

10:30 - Market-driven decisions: layoffs and strategic AI integration

12:15 - Choosing trustworthy sources and multiple perspectives ("oracles")

13:55 - Balancing risk-taking and risk mitigation among teams

15:22 - Protect the future versus change the future in tech strategies

16:02 - Assessing environment and risk: high-stakes vs low-stakes AI applications

17:11 - Supporting existing systems with AI: deployment, testing, and feedback loops

19:22 - Trust, testing, and automation in the software lifecycle

21:23 - The changing nature of AI models and managing their variability

22:26 - The importance of agility and adaptability in a fast-changing AI landscape

23:05 - Valuing diverse team roles, including skeptics and early adopters

27:28 - Embracing AI as a black box: focusing on outcomes rather than process transparency

30:56 - Revisiting core principles of system resilience in an AI world

31:52 - How AI shifts decision-making trade-offs and process scaling

32:24 - Moving forward with trust: aligning business goals with AI capabilities

33:22 - Starting small: low-risk AI applications in testing and review

36:19 - Building confidence with modular, trustable AI-driven processes

39:38 - Actionable strategies for leaders: experiment, assess, and iterate safely

Note: For further insights into managing AI in software development, stay tuned for upcoming episodes on security, testing, and team leadership adaptations.

Full transcript

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