Abdul Moiz
AI Agent & Automation Engineer for SaaS
New to Contra
Abdul is ready for their next project!
A founder brought me in to fix a few bugs in an MVP built with Lovable.
What looked like a small cleanup quickly turned into an architecture problem.
I found:
• Unused backend services
• Duplicate state management
• Real-time chat built with long polling
Instead of patching...
Manual document review doesn’t scale.
→ Extract critical fields from complex PDFs automatically
→ Turn unstructured documents into structured, usable data
→ Trace every important finding back to its exact page/source
→ Review hundreds of documents without hundreds of hours of...
The obvious map stack wasn’t the right one.
While building a property marketplace for East Africa, we needed a map experience that looked polished and worked reliably across local neighborhoods.
Google Maps was too expensive early on.
Mapbox looked great, but search coverage in...
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...
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.
