Hey, I'mSam Muthu

Transform your organization with production-ready RAG systems that can search and synthesize insights from millions of documents in milliseconds.

I architect and deploy open-source RAG solutions that rival enterprise offerings — using any LLM model, with custom connectors to your entire data ecosystem. Highly scalable, sub-second response times, and 100% under your control.

Inspired by @naval's wisdom: "It's actually 10,000 iterations to mastery, not 10,000 hours. And it's not even 10,000 but some unknown number—it's about the number of iterations that drives the learning curve."

Iteration is NOT repetition. Repetition is doing the same thing over and over. Iteration is modifying it with a learning and then doing another version—that's error correction. Get 10,000 error corrections in anything, you'll be an expert.

Interestingly, Hindu traditions understood this with mantras repeated 108 or 1,008 times—but perhaps what was lost in translation was the iteration aspect. It wasn't just repetition, but conscious refinement with each cycle.

I built this video segment looper for deliberate practice—to master concepts through conscious iteration, not mindless repetition. While I can't release it publicly due to content rights, if you're interested in the concept, reach out. Together we could create a platform where people upload their own content for iterative learning.

I architect enterprise-grade RAG systems that give your organization superhuman intelligence over your data. Deploy cutting-edge AI today — not someday.

Transform petabytes of unstructured data into instant, actionable insights. I bring the technical expertise to make AI transformation real, scalable, and profitable.