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Aaron S
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Projects
Python-first AI infrastructure, systems, robotics, and co-design prototypes
Quantum MoE
Matrix Lab
Advanced Quantum Mixture-of-Experts architecture designed for high-dimensional matrix operations.
active
Quantum Core
Matrix Ops
MoE Architecture
Solaris
Edge to Cluster Studio
Seamless orchestration platform bridging edge devices to centralized HPC clusters.
active
Edge Computing
Cluster Sync
Orchestration
Chronos
Prefill Decode Fabric
Ultra-low latency LLM serving fabric optimizing the prefill and decode stages.
active
LLM Serving
Low Latency
Decode Optimization
Pulsar
XeKernel Lab
Next-generation kernel optimizations for Intel Xe graphics architectures.
active
Xe Architecture
Kernel Ops
GPU Compute
Synapse
Neural Robotic Controller
Biologically inspired neural control system for highly agile robotic platforms.
active
Robotics
Neural Control
Agility
Vortex
Roofline Lab
Advanced performance modeling and roofline analysis for heterogeneous systems.
active
Performance Modeling
Roofline
Heterogeneous
Nexus
Multi Node Inference Fabric
Distributed inference engine designed to scale seamlessly across thousands of nodes.
active
Distributed Inference
Scalability
Multi-Node
Nova
Autonomous Inspection Robot
Computer vision-powered autonomous robot for industrial and structural inspections.
active
Computer Vision
Autonomous
Inspection
Polaris
Operations Console
Unified observatory and control plane for managing global AI deployments.
active
Observability
Control Plane
Global Deployment
Lumen
Quantfusion XPU
Quantization-aware fusion techniques tailored for modern XPU architectures.
active
Quantization
Fusion
XPU Architecture
Astraeus
Radio Interferometry Engine
High-throughput data processing pipeline for next-generation radio telescopes.
active
Radio Astronomy
High Throughput
Data Pipeline
Genesis
Inference Codesign Suite
Hardware-software co-design tools for accelerating deep learning inference.
active
Co-design
Hardware Acceleration
Deep Learning
AetherSim
Heterogeneous Accelerator
Cycle-accurate simulation framework for testing novel heterogeneous accelerators.
active
Simulation
Cycle-Accurate
Accelerators
Orion
Speculative Decoding Lab
Innovative speculative decoding techniques to multiply token generation speeds.
active
Speculative Decoding
Token Generation
LLM Speedup
Olympus
Rack AI Cluster
Full-stack deployment configuration for high-density rack-scale AI clusters.
active
Rack-Scale
High-Density
AI Cluster
Ignis
Edge AI Gateway
Robust gateway interface securely managing local AI inference at the extreme edge.
active
Edge AI
Secure Gateway
Inference
Lyra
SGLang Continuous Batching
Implementation of continuous batching utilizing the SGLang programming framework.
active
SGLang
Continuous Batching
Throughput
Argus
vLLM XPU Observatory
Comprehensive metrics collection and visualization for vLLM instances on XPUs.
active
vLLM
Observability
XPU Metrics
Aegis
KV Cache Lab
Exploring efficient paged KV cache implementations to extend model context windows.
active
KV Cache
Context Window
Memory Efficiency
Sentinel
GPU Reliability Platform
Proactive failure detection and reliability tracking for massive GPU deployments.
active
Reliability
Failure Detection
GPU Platform