Extreme Scale Solutions — AI/ML Engineering at Scale

What We Do

Five disciplines,
one mission

Our capabilities span the full stack of applied AI/ML from hardware-level inference optimization to enterprise knowledge systems. Each discipline is proven in real deployments.

High-Throughput Inference

FPGA and embedded NPU deployments where determinism and efficiency matter. Quantization, memory planning, and throughput tuning for real-time constraints.

FPGA NPU Quantization

Multimodal Retrieval

RAG and Graph-RAG systems that convert long-tail enterprise knowledge into cited answers. Vision transformers, chunking strategies, and provenance tracking.

RAG Graph-RAG ViT

Perception & Audio Intelligence

Real-time sensing and interaction: from YOLO object detection on edge devices to target-speaker extraction, beamforming, and acoustic anomaly detection.

YOLO Beamforming Edge

Security & Privacy

Homomorphic Encryption, Post-Quantum Cryptography, and device trust primitives. Custom hardware acceleration for encrypted ML inference with zero data exposure.

HE PQC PUF

Scientific ML & HPC Performance Engineering

Fourier Neural Operators, physics-informed neural networks, and distributed training at DOE supercomputer scale. Rigorous profiling, reproducible benchmarking, and measurable acceleration across chemistry, seismic imaging, and multigrid solvers.

FNO PINN DistDL HPC

Our Work

Nineteen projects
across five disciplines

Each project solves a real deployment problem: from DOE supercomputer scale to embedded edge devices. Click any card to learn more.

Scientific ML: FNO + PINN

DOE supercomputer scale, 1000+ GPUs. Fourier Neural Operators and physics-informed networks for surrogate modeling.

FNO PINN DOE

Multimodal RAG & Graph-RAG

ViT pipelines for manuals, images, charts. Cited answers with traceability from enterprise knowledge bases.

RAG Graph-RAG ViT

LLM on FPGA

Concept mapping and semantic routing on custom FPGA hardware. Classified vs. unclassified domain separation.

LLM FPGA Routing

YOLO Detection on FPGA

Real-time object detection with annotation pipelines. Cross-domain image analysis on custom FPGA accelerators.

YOLO FPGA Detection

YOLO on Embedded ARM NPU

Driver awareness and real-time impression counting on embedded ARM Neural Processing Units.

YOLO NPU ARM

NIDS on FPGA with MAML

Network intrusion detection with few-shot adaptation. MAML-based rapid learning for evolving threat landscapes.

MAML NIDS FPGA

Hybrid Symbolic + Embedding Filtering

Aho-Corasick pattern matching combined with embedding-based filtering on FPGA. Cascaded content analysis.

Aho-Corasick FPGA Embeddings

Extreme-Scale Graph Optimization

AGILE program. Exabyte-scale graph entity resolution and ANN indexing for massive relationship datasets.

AGILE Graphs Exabyte

Graph Neural Networks

Vertex classification, link prediction, and multi-hop reasoning. Graph-augmented retrieval and decision support.

GNN Multi-hop Link Prediction

Document AI: Contract Validation

Automated extraction and validation of contract terms. Straight-through processing with traceable exception handling.

Doc AI Contracts Validation

Document AI: Purchase Order Validation

Extraction and cross-validation of purchase orders against contracts. Automated discrepancy detection.

Doc AI PO Extraction

Target-Speaker Extraction

Beamforming and speech separation for isolating specific speakers in noisy, multi-talker environments.

Beamforming Speech Separation

CNN Spectrogram: Cavitation Detection

Sensor-driven acoustic anomaly detection using CNNs over spectrograms. Real-time cavitation severity classification.

CNN Spectrogram Anomaly

DistDL: Distributed Deep Learning

Performance-disciplined distributed training and inference. Systematic profiling and optimization across clusters.

Distributed Training Profiling

Homomorphic Encryption + PQC

Encrypted ML inference with custom hardware acceleration. Post-Quantum Cryptography designed for post-quantum threat models.

FHE PQC Hardware

Triage Urgent Care Intake

AI-driven patient intake and triage routing with full EMR system integration. Clinical workflow optimization.

Healthcare EMR Triage

Collaborative AI Platform

Multi-user shared documents and expertise graphs. Collaborative knowledge building with AI assistance.

Collaboration Knowledge Platform

Physically Unclonable Functions

PUF-based device trust and recovery primitives. Hardware-rooted identity for secure authentication.

PUF Device Trust Hardware

HPC Code Optimization

Performance engineering for chemistry, multigrid solvers, and seismic imaging. Reproducible benchmarking at scale.

HPC Seismic Benchmarking

Solving extreme
challenges with
precision & speed

Five disciplines,
one mission

High-Throughput Inference

Multimodal Retrieval

Perception & Audio Intelligence

Security & Privacy

Scientific ML & HPC Performance Engineering

Nineteen projects
across five disciplines

Scientific ML: FNO + PINN

Multimodal RAG & Graph-RAG

LLM on FPGA

YOLO Detection on FPGA

YOLO on Embedded ARM NPU

NIDS on FPGA with MAML

Hybrid Symbolic + Embedding Filtering

Extreme-Scale Graph Optimization

Graph Neural Networks

Document AI: Contract Validation

Document AI: Purchase Order Validation

Target-Speaker Extraction

CNN Spectrogram: Cavitation Detection

DistDL: Distributed Deep Learning

Homomorphic Encryption + PQC

Triage Urgent Care Intake

Collaborative AI Platform

Physically Unclonable Functions

HPC Code Optimization

Cross-cutting
domain expertise

Let’s solve
something hard

Solving extreme challenges with precision & speed

Five disciplines,one mission

High-Throughput Inference

Multimodal Retrieval

Perception & Audio Intelligence

Security & Privacy

Scientific ML & HPC Performance Engineering

Nineteen projectsacross five disciplines

Scientific ML: FNO + PINN

Multimodal RAG & Graph-RAG

LLM on FPGA

YOLO Detection on FPGA

YOLO on Embedded ARM NPU

NIDS on FPGA with MAML

Hybrid Symbolic + Embedding Filtering

Extreme-Scale Graph Optimization

Graph Neural Networks

Document AI: Contract Validation

Document AI: Purchase Order Validation

Target-Speaker Extraction

CNN Spectrogram: Cavitation Detection

DistDL: Distributed Deep Learning

Homomorphic Encryption + PQC

Triage Urgent Care Intake

Collaborative AI Platform

Physically Unclonable Functions

HPC Code Optimization

Cross-cuttingdomain expertise

Let’s solvesomething hard

Solving extreme
challenges with
precision & speed

Five disciplines,
one mission

Nineteen projects
across five disciplines

Cross-cutting
domain expertise

Let’s solve
something hard