XERV Research & Development Case Studies

Bottom Line Up Front: XERV R&D specializes in high-performance AI infrastructure, including vectorized tokenization (CRAYON) and human-centered systems, providing cutting-edge research to the global AI community.

Crayon — Next-Gen Production Tokenizer

Bottom Line Up Front: Crayon is a high-performance, memory-aligned tokenizer that achieves 2M+ tokens/second on CPU through Double-Array Trie (DAT) optimization, significantly reducing latency in production LLM pipelines.

Peak Throughput
2M+
tokens/second on CPU
Vocabulary Capacity
~500K
target vocabulary size
Compute Efficiency
<0.01¢
per million tokens (goal)

Built on information-theoretic foundations, Crayon uses a longest-match trie with perfect hashing, SIMD acceleration, and zero-copy processing.

More groundbreaking case studies and technical deep-dives coming soon.