SYSTEMS ARCHITECTURE

High-Performance
AI Systems

Crayon BPE tokenization at 82.6M tokens/sec. Swades autonomous software engineering across 9,142 physical ARM cycles. 100% open source.

Crayon
Tokenizer

Zero-copy memory-mapped Double-Array Trie with AVX2 SIMD scanning. Sub-millisecond cold start across 206,000 subwords.

AUTONOMOUS ENGINEERING

Single zero-dependency Python script. 72 hours continuous non-backprop training and 9,142 cycles on physical ARM silicon.

EMPIRICAL BENCHMARKS

Empirical benchmark telemetry and physical ARM silicon execution metrics under continuous production load.

82.6M Tokens / Sec Peak throughput (1 KB input)

53.3x vs tiktoken 82.6M vs 1.55M tok/s (1 KB)

0.54ms Cold-Start Zero-copy mmap (vs 1,200ms)

4,803 DFA Cycles 72h ARM Cortex-A53 CPU

0.0999 Final Loss 4.1727 → 0.0999 (97.6% drop)

9,142 Prod Cycles 34.5h, 48 atomic commits

COMMUNICATIONS

Production deployments, enterprise architecture, and sovereign AI research inquiries.