Insights from the AI Lab
Sponsored by Dell Technologies
Fresh insights from our datacenter in Colorado. Bringing real-world performance and analysis with hands-on testing of enterprise technologies.
Enterprise Inference Considerations on Dell PowerEdge XE7745
Discover how deployment choices on Dell PowerEdge XE7745 deliver 37% higher inference throughput or up to 1.7x more context capacity, revealing the tradeoffs between speed, concurrency, and memory for enterprise AI workloads.
- Brian Martin
Emerging Tech
GPU Acceleration
Server Platforms
Fine-tuning Small Language Models for the Edge
Better edge AI starts with the right fit. See what testing reveals about fine-tuning compact models, validating application behavior, and selecting the smallest model that reliably meets the task.
- Brian Martin
AI Networking
Emerging Tech
Server Platforms
Trusted Answers at Enterprise Scale
Advertised performance doesn’t guarantee trusted answers; explore which models retrieve, aggregate, and recognize missing information accurately as enterprise document loads grow.
- Mitch Lewis
Emerging Tech
Governing AI Economics: Sovereign Infrastructure and the Token Cost Equation
Agentic AI turns token spend into the fastest-growing budget line item; take control with owned economics on sovereign infrastructure.
- Brian Martin
AI Networking
Security
Server Platforms
Local Vector Search at 10-Billion Scale
AI Performance on Dell PowerEdge R770 with Dell PERC H975i
- Brian Martin
AI Networking
Storage Systems
Latest Insights
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About the Lab
Introducing our AI Performance and PoC lab in Colorado:
- Built for benchmarking, iteration, and real-world results
- 3MW+ capacity with air-cooled systems today, liquid-cooled tomorrow
- Supports LLM training and inference, RAG pipelines, and computer vision
- Ready for next-gen accelerators with 400/800G fabrics, high-memory nodes, and scalable NVMe/object storage
- Engineers get secure remote access, reproducible testbeds, and deep observability
- Optimized for altitude efficiency and deployment flexibility
- Mission: Acceleration innovation to real-world AI impact
