[หdสลkษln] โ to grow dark (intransitive verb)
I build LLM tooling, agentic systems, and evaluation frameworks โ and explore deep learning research around emergent behavior and representation learning.
Chaos Transformers โ Predicting Cellular Automata with Entropy-Based Patching
A two-stage transformer architecture modeling emergent stochastic behavior in 2D lattices using adaptive entropy-driven tokenization.
Read the blog โ
- Build reliable LLM systems (agents, RAG pipelines, evaluation tooling)
- Design tokenization & patching schemes for structured data
- Explore emergent phenomena in transformer architectures
- Develop backend systems for ML-driven applications
- Ship fast, minimalist full-stack products
- Portfolio โ https://dunkeln.github.io
- Email โ prateekpravanjan@gmail.com