Abhishek Kafle
Founder @Nevortex
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WORK HISTORY
Founder @Nevortex
Toronto, ON, CA
Leading an independent R&D initiative to challenge the current paradigm of cloud-centric AI. NeVortex is architecting the foundational infrastructure for a new generation of intelligent systems: applications that are private-by-design, computationally efficient, and run entirely at the network edge.As founder, I am directing the full-stack engineering effort, with a focus on:• Low-Level Systems: Building a custom, preemptive, bare-metal OS and a low-latency SPI network stack in C/Assembly to enable high-performance distributed computing on a Raspberry Pi cluster.• AI Engine Optimization: Developing a high-performance inference engine in Rust, pioneering aggressive 4-bit quantization techniques to run complex LLMs on resource-constrained hardware.• Hardware-Software Co-Design: Implementing a novel, tiered power management architecture using an RP2040 co-processor for energy-efficient,\"always-on\" functionality.NeVortex operates with radical transparency. All research, code, and benchmarks are developed in the open to accelerate innovation and invite technical scrutiny.
EDUCATION
Seneca Polytechnic
Computer Engineering
ABOUT ABHISHEK KAFLE
Systems Architect | ML | Embedded Systems Founder of NeVortex, an early-stage R&D initiative focused on building decentralized neural systems and edge-based intelligence infrastructure to decouple AI from the cloud. My focus lies at the intersection of machine learning, systems design, and practical execution - from neural networks built from scratch to distributed computing models. Outside my own initiative, I’ve worked as an IT Administrator and Team Lead in fast-paced technical environments, giving me hands-on experience in infrastructure, networks, and systems operations. Currently building strong foundations in AI architecture, execution, and scalable systems with a long-term vision for real-world impact.
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