My Philosophy for Building Portfolio Projects

I treat my portfolio projects like real products — not just demonstrations.

Here’s the philosophy that guides everything I build:

1. Solve Real Problems

AutoDutyChecker solves import uncertainty.
InvestWise helps with financial tracking.
AVA reduces repetitive office tasks.

2. Build Systems, Not Demos

A simple model is not enough.
Real value comes from:

  • data pipelines
  • interfaces
  • automations
  • reporting

3. Combine AI + Databases + UX

My projects combine all three because that’s what real systems require.

4. Tell the Story

Every project should explain:

  • why it matters
  • who it helps
  • what you learned

This makes your work memorable and meaningful — not just “another GitHub repo.”

Stay updated

Occasional updates on projects, lessons learned, and experiments in AI and data.