Uploaded April 2026 | Updated September 2026, 11 hours ago
Paul Dhaliwal, CEO of Code Conductor, joins Michael Grinich at HumanX 2026 to talk about what happens when a vibe-coded app outgrows its platform — and why enterprise code generation needs to be deterministic, not probabilistic.
Key topics:
• Why most AI-generated code is probabilistic, and how Code Conductor adds a deterministic layer using enterprise architect preferences and application metadata
• The "eject button": a conversion tool that takes apps built on Base44, Lovable, or similar platforms and transforms them into enterprise-quality, deployable code
• A health startup founder who built in months what would have taken a traditional health insurance company 5-10 years — now migrating to enterprise-level code for compliance
• How Code Conductor bridges the gap between product management and engineering, letting PMs vibe-code and then handing off to a production-ready backend
• Nali: Code Conductor's AI orchestration layer, handling all AI integration within the applications they build
• Why repeat founders are among the most enthusiastic adopters
• The most interesting question from the conference floor: a product manager asking "how many concurrent sessions can I have?"
• Paul's prediction: token costs down by 6x within months, and the token economy becoming far less of a concern for builders
Learn more about WorkOS: workos.com and Code Conductor: codeconductor.ai
Paul Dhaliwal, CEO of Code Conductor, joins Michael Grinich at HumanX 2026 to talk about what happens when a vibe-coded app outgrows its platform — and why enterprise code generation needs to be deterministic, not probabilistic.
Key topics:
• Why most AI-generated code is probabilistic, and how Code Conductor adds a deterministic layer using enterprise architect preferences and application metadata
• The "eject button": a conversion tool that takes apps built on Base44, Lovable, or similar platforms and transforms them into enterprise-quality, deployable code
• A health startup founder who built in months what would have taken a traditional health insurance company 5-10 years — now migrating to enterprise-level code for compliance
• How Code Conductor bridges the gap between product management and engineering, letting PMs vibe-code and then handing off to a production-ready backend
• Nali: Code Conductor's AI orchestration layer, handling all AI integration within the applications they build
• Why repeat founders are among the most enthusiastic adopters
• The most interesting question from the conference floor: a product manager asking "how many concurrent sessions can I have?"
• Paul's prediction: token costs down by 6x within months, and the token economy becoming far less of a concern for builders
Learn more about WorkOS: workos.com and Code Conductor: codeconductor.ai
