Designing systems that understand intent, not just input.

I build and experiment with:

• 🔍 Intent-first discovery systems
• 🧠 Cognitive architectures & adaptive loops
• ⚙️ Scalable backend systems & infra experiments
• 🧩 Search, ranking, and information retrieval

I’m less interested in static software,
more interested in systems that evolve, learn, and self-improve.

👉 https://oxiverse.com

Building a platform around:

• Intent-driven discovery
• Autonomous indexing & ranking
• Signal vs noise separation
• Systems that operate beyond traditional search

• Input is noisy. Intent is signal.
• Most systems respond. Few understand.
• Simplicity at the surface. Complexity underneath.
• If it doesn’t evolve, it decays.

• GitHub: https://github.com/itxLikhith
• X (Twitter): https://x.com/itxLikhith

This profile is where experiments live.
Some things break. Some things scale.

Working toward building systems that:

• Learn continuously
• Adapt without explicit retraining
• Align closer to human intent over time

Signal > Noise