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What Bubble Learned About Responsibility in AI-built Apps

Feb 5, 2026
Josh Hawes, co-founder and co-CEO of Bubble, helps lead a visual AI development platform that powers millions of apps. He discusses why fast AI demos often fail at scale. He explains how visual logic and auditability expose hidden rules, why human accountability matters for payments and sensitive data, and how AI agents can pair with clear guardrails and observability.
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INSIGHT

Prototype Magic Breaks With Scale

  • Vibe coding nails prototypes but struggles as products encounter real-world complexity.
  • AI-generated builds degrade when systems grow large and unexpected edge cases appear.
INSIGHT

Abstraction Should Invite Understanding

  • Abstraction is essential but mustn't be an opaque black box that hides behavior.
  • Good abstractions should invite understanding and let builders take ownership.
ANECDOTE

Support Playbook Reveals Hidden Rules

  • Josh uses a customer-support playbook example to show hidden rules in systems.
  • Visual development exposes those buried rules so builders can spot dangerous behaviors.
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