Research
My preferred mode of building: paper-first implementation, controlled comparison, reliability-aware evaluation, and clean demo packaging.
Paper Reproduction
I reproduce baseline architectures exactly as described in the source paper before introducing modifications. This preserves credibility and gives a clean comparison path.
Comparative Innovation
After validating the baseline, I replace or improve a single architectural component to measure changes in accuracy, latency, complexity, or reliability.
Reliability Analysis
I treat metrics as part of the story: not just accuracy, but precision, recall, optimization effects, and reliability-oriented interpretations such as MTTF where applicable.
Demo Readiness
Every project is packaged for real use: presentation slides, diagrams, code explanation, and deployment-friendly framing.