Research & Benchmarks
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Technical deep-dives, product demonstrations, and research on enterprise AI infrastructure.
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BlogSeptember 2026
Autonomous Infrastructure Operations on Dell PowerEdge
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BlogSeptember 2026
What happens when the KV cache skips host memory?

BlogSeptember 2026
What happens when compression moves to the SSD?

BlogJune 2026
Scaling Vision Language Model Inference on Dell PowerEdge R770 with Intel Xeon 6

BlogJune 2026
Stop Paying Twice for the Same Tokens: Eliminating the KV Cache Recomputation Tax on the Dell PowerEdge XE9785 with AMD Instinct MI355X, Micron 9550 PRO, and LMCache

BlogMay 2026
Secure Vector Ingestion at Enterprise Scale: Accelerating TLS-Protected Embedding Pipelines on Dell PowerEdge R770 with Intel QuickAssist Technology
BlogMarch 2026
Eliminate Redundant GPU Compute: How Solidigm D7-PS1010 NVMe KV Cache Offload Delivers 10x Faster AI Inference at 6.8x the Power Efficiency
BlogApril 2026
The TCO Titan: MI355X vs. MI300X on Dell PowerEdge Servers with AMD Instinct Accelerators
BlogApril 2026
The FP4 Breakthrough: How MXFP4 Quantization Delivers Up to 6.1x Inference Throughput on Dell PowerEdge XE9785L with AMD Instinct MI355X Accelerators
BlogApril 2026
The Free Upgrade: How ROCm 7 Unlocks Up to 2.2x More Throughput on Existing Dell PowerEdge XE9680 with AMD Instinct MI300X Hardware
BlogApril 2026
Day-0 Deployment: Running Kimi K2.5 at Enterprise Scale on a Single Dell PowerEdge XE9785L with AMD Instinct MI355X
BlogJanuary 2026
Optimizing Computer Vision at Scale on Dell PowerEdge R770 with Intel Xeon 6
BlogJanuary 2026
Accelerating Generative AI Image Workloads on Dell PowerEdge R770 with Intel Xeon 6
BlogDecember 2025
Metrum Insights v3.7 - Side-by-Side Benchmarking, Smarter User Support Agent, and Support for Benchmarking Your Own Inference Endpoint
BlogNovember 2025
Metrum Insights v3.6 - Upgraded Model Serving, Auto-Evaluation of Performance, and Support for Dynamic Prompt Generation and Reasoning Datasets
BlogNovember 2025
Metrum Insights: A Comprehensive Methodology for LLM Inference Benchmarking

BlogOctober 2025
Metrum AI Adds Support for NVIDIA DGX Spark in Metrum Insights
BlogJune 2025
Legislative & Fiscal Insights | Powered By Agentic RAG With AMD EPYC Processors on Dell PowerEdge Servers
BlogJune 2025
Accelerating Manufacturing Operations with Agentic RAG
BlogMay 2025
Llama 4 Maverick on NVIDIA H200 versus B200 using vLLM: A Performance Analysis
BlogApril 2025
Accelerate Multi-Node Training with Dell PowerEdge XE9680 with Intel Gaudi 3 Accelerators and RoCE
BlogApril 2025
Accelerating Distributed Fine-Tuning with RoCE: Performance Benchmarks on Dell PowerEdge XE9680 with Nvidia H200 Tensor Core GPUs
BlogMarch 2025
Deploy Next Generation Dell PowerEdge XE7745 Server for 5x AI Performance Gains

BlogDecember 2024
Autonomous Agents for IT Log Analysis: Transforming Infrastructure Management on Dell PowerEdge XE9680 with Nvidia H200 GPUs and Dell iDRAC

BlogJanuary 2025
Enhancing Roof Damage Assessment and Reporting for Insurance Claims with RAG

BlogNovember 2024
Streamlining Technical Marketing with RAG-based Content Creation

BlogOctober 2024
Supercharge Multi-Node Training Performance with Dell PowerEdge XE9680 and RoCE

BlogSeptember 2024
Multimodal RAG-Based Healthcare Assistant on Dell PowerEdge XE9680 Rack Server with AMD Instinct MI300X Accelerators

BlogAugust 2024
From RAGS to Riches | Industry First Multimodal RAG on 5th Gen Intel Xeon Processors

BlogJune 2024
Putting AMD Instinct MI300X Accelerators to the Test on Dell PowerEdge XE9680 Rack Server With LORA Fine-tuning and vLLM Model Serving

BlogApril 2024
Gen AI IT Log Analyzer | Enable IT Teams to Chat with Infrastructure on Dell PowerEdge R760xa Server with Nvidia H100 Data Center Tensor Core GPUs

BlogFebruary 2025