Capabilities
Four areas I work across. Most projects bring more than one together.
01
Backend engineering
Reliable applications built around practical engineering problems.
02
AI / ML
Model evaluation, failure discovery and evidence-backed prediction.
03
Full stack
Connected interfaces, APIs and data that work together.
04
Software architecture
Making complex software structures easier to understand.
How I approach a problem
Understand
Start with the problem, the users and the constraints.
Model
Map the system, its data and the evidence needed.
Build
Implement clear interfaces and maintainable components.
Verify
Test the behavior, document limitations and iterate.
Explore the work
Model reliability
ModelXray investigates statistically supported classifier failures.
ML systems ↗Repository architecture
RepoLens turns source structure into architecture and dependency evidence.
Static analysis ↗Get in touch
Discuss a software problem, collaboration or professional opportunity.
Chennai, India ↗