What We Learned
Balancing Speed and
Control in AI-Driven
MVP Development
Cadabra Studio:
https://cadabra.studio
hello@cadabra.studio
The Need for Speed and
Control
Balancing rapid development with structured oversight is challenging.
Highlight:
Aiming for a complete MVP in 3 months.
Tools and Tech Stack Powering Our Journey
Vibe-Coding
Utilizing Vibe-Coding for
efficient development.
Cursor IDE
Leveraging Cursor IDE for an
integrated development
environment.
GPT-5 & Claude
Harnessing the power of
advanced AI models like GPT-5
and Claude.
Emphasis on AI co-pilots for faster execution.
Context-Driven Code
Development
Cursor's integration with GPT-5 enhances project-wide context awareness.
Enables intelligent architectural suggestions and efficient mini-app
creation.
AI Achievements and Limitations
Achievements
Fast and efficient coding, 233x the velocity of human
teams.
Limitations
Key insight: AI can "hallucinate" or make simplifications,
causing potential oversights.
Strategy for Success: Balancing Power and
Oversight
1 Human Oversight
2 Balancing Act
3 AI Automation
Striking a balance between AI's automation power and human oversight.
Avoiding costly mistakes with constant human involvement.
Future of AI in Development Workflows
Plans to incorporate multi-layer automated code validation.
Call to action for feedback on managing AI-induced errors.
What Would You Do?
"We believe we can reframe software delivery from the ground up, where every decision, tool, and
interaction is guided by contextual intelligence."
How are you aligning AI capabilities with your development processes?
Connect with us:
hello@cadabra.studio
https://cadabra.studio
Learn more:
Medium article: Building a 3-Month MVP with Vibe-Coding, Cursor, and GPT-5: Where AI Speeds Up, and Slows You
Down
Cadabra Insights in Notion: Best Practices for AI Code Generation: Speed, Guardrails, and Validation

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Accelerating MVP Development with AI: Lessons from Cadabra Studio

  • 1. What We Learned Balancing Speed and Control in AI-Driven MVP Development Cadabra Studio: https://cadabra.studio hello@cadabra.studio
  • 2. The Need for Speed and Control Balancing rapid development with structured oversight is challenging. Highlight: Aiming for a complete MVP in 3 months.
  • 3. Tools and Tech Stack Powering Our Journey Vibe-Coding Utilizing Vibe-Coding for efficient development. Cursor IDE Leveraging Cursor IDE for an integrated development environment. GPT-5 & Claude Harnessing the power of advanced AI models like GPT-5 and Claude. Emphasis on AI co-pilots for faster execution.
  • 4. Context-Driven Code Development Cursor's integration with GPT-5 enhances project-wide context awareness. Enables intelligent architectural suggestions and efficient mini-app creation.
  • 5. AI Achievements and Limitations Achievements Fast and efficient coding, 233x the velocity of human teams. Limitations Key insight: AI can "hallucinate" or make simplifications, causing potential oversights.
  • 6. Strategy for Success: Balancing Power and Oversight 1 Human Oversight 2 Balancing Act 3 AI Automation Striking a balance between AI's automation power and human oversight. Avoiding costly mistakes with constant human involvement.
  • 7. Future of AI in Development Workflows Plans to incorporate multi-layer automated code validation. Call to action for feedback on managing AI-induced errors.
  • 8. What Would You Do? "We believe we can reframe software delivery from the ground up, where every decision, tool, and interaction is guided by contextual intelligence." How are you aligning AI capabilities with your development processes? Connect with us: hello@cadabra.studio https://cadabra.studio Learn more: Medium article: Building a 3-Month MVP with Vibe-Coding, Cursor, and GPT-5: Where AI Speeds Up, and Slows You Down Cadabra Insights in Notion: Best Practices for AI Code Generation: Speed, Guardrails, and Validation