pro
Abdul Moiz
From MVP to Scale: AI Agents, SaaS & Backend Systems
New to Contra
Abdul is ready for their next project!
Most AI products don’t fail because of the model.
They fail because the system around it was never designed properly.
Choosing GPT, Claude, or an open-source model matters—but production AI also needs:
• Reliable data
• Strong retrieval and ranking
• Clear evaluation
• Guardrails...
WWonderlust is an AI-powered travel planning platform that generates personalized itineraries based on a user's preferences, budget, travel dates, and interests.
Djaminn is a music collaboration platform serving 1M+ users, enabling artists worldwide to connect, collaborate, and create music together.
Why Transformers Changed AI Forever
Before Transformers:
Models processed information sequentially.
After Transformers:
Models learned which information matters most through attention.
The key innovation wasn't bigger models.
It was allowing every token to look at every other token.
