Ayush Naidu

I build AI-native products and work on general-purpose AI. My expertise includes automation, security, software correctness, and efficiency.

Outside work, I play games, watch anime, and read manga and novels.

How I work.

Automate repeated work

If work repeats, I look for the part that can become a reliable system instead of a recurring task.

Design for security

Security belongs in the architecture from the first decision. It is neither a final review nor an afterthought.

Protect correctness

Models can be probabilistic. The software around them still needs clear invariants, validation, and predictable failure handling.

Use resources well

I account for latency, compute, cost, and human attention. Efficiency is part of product quality.

Where to go next.