Intelligence,
thoughtfully built.
AI FROM INDIA. FOR THE WORLD.
An independent multimodal research studio. We build intelligent systems that perceive, understand, retrieve, reason, and interact with the physical and digital world.
Meet Sorise.
An autonomous agentic AI assistant equipped with multimodal reasoning, creation, and execution capabilities.
Designed for seamless creation.
A distraction-free, canvas-driven intelligence workspace. Multimodal reasoning, live sandboxes, and autonomous workflows in one unified view.
The Season of Sorika.
Nuanced. Atmospheric. Sovereign.
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Try Text to SpeechFrontier scientific research &
hybrid edge intelligence foundations.
Sorika is grounded in fundamental mathematical inquiry. Architected by Darsh Yadav, we engineer lightweight, ultra-fast neural models and publish open peer-grade technical reports.
Swen 1.1 Technical Report: Efficient Edge Intelligence via Hybrid Double-Gated Convolutions and Test-Time Metacognitive Reasoning
Darsh Yadav (Founder & Chief AI Architect) with the Sorika Labs Research Team
Engineered for sub-15ms time-to-first-token execution on consumer workstations and edge silicon. Formulates hybrid causal double-gated convolutions fused with linear grouped-query attention (GQA) and autonomous test-time metacognitive reasoning <think> scratchpads. Eliminates quadratic KV-cache memory explosion while outperforming traditional discrete models on HumanEval (66.0%) and GSM8K (54.0%) at 1.17B parameters with 128k native context.
