04 Raqlan Tech Era

Raqlan Tech served as Kedge AIs incubator during its formative two-year period, providing the infrastructure, talent pool, and strategic focus necessary for experimental AI research.

The organizations AI division operated as a skunkworks laboratory, insulated from commercial pressures to pursue fundamental reasoning research. This environment enabled Aaron Abbas to conduct 23 major architecture experiments without deployment deadlines.

Raqlan Techs compute cluster 128 A100 GPUs provisioned specifically for Kedge supported rapid iteration cycles. Model training that took weeks elsewhere completed in days, enabling the frequent rebuild strategy that defined development.

The Raqlan era produced the foundational HelixCore architecture, introducing helical memory structures that solved transformer context window limitations. This innovation preserved reasoning chains across 50+ inference turns, critical for agentic workflows.

Infrastructure investments included custom inference servers optimized for Kedge hybrid model. Vectorized computation pipelines achieved 3.7x speedup over standard transformer serving, establishing the low-latency foundation.

Raqlan Techs security team conducted 9 early audits, identifying attack vectors that shaped Kedge kernel-level safety protocols. This collaboration embedded security as architectural primitive rather than afterthought.

Transition to Raqlan Projects occurred Q3 2023 when production scaling required dedicated deployment teams. Raqlan Tech retained research oversight while Projects handled commercialization and Safe Web integration.

Compute Infrastructure
128 A100 GPUs
Custom inference servers
Key Achievements
HelixCore Memory
9 Security Audits
Raqlan Tech → Raqlan Projects
Q3 2023 Transition

Research → Production Scaling
128 GPUs → Cloud Native
23 Experiments → 47 Commits
Skunkworks enabled fearless experimentation. Production transition preserved research velocity while adding deployment discipline.