September 2026 · Cortiqa Research Lab · Alok Mehta
A comprehensive investigation into why naive token expansion degrades long dialogues, presenting Hierarchical Semantic State Tracking (HSST) to achieve infinite conversational continuity without token bloat or attention collapse.
September 2026 · Cortiqa Research Lab · Alok Mehta
Technical specifications and proof-of-concept validation of our 297M decoder-only SLM engineered from scratch with 8:1 GQA and Parallel SwiGLU FFN for ultra-low latency inference on local hardware.
July 2026 · Cortiqa Research Lab · Alok Mehta
Foundational research into context-aware systems, exploring how local cryptographic state isolation eliminates external data leakage in autonomous workflows.