Measuring Modern AI Desktops: Real Productivity Gains for Office Workers

Does the silicon underneath the AI workload actually matter, and by how much?
RAG Inference by Day, Fine-tuning by Night

This paper evaluates the DGX Spark as a dual-use AI workstation through a practical workflow we call the day/night cycle.
Benchmarking Information Retrieval and LLM Hallucination with RIKER

This paper introduces RIKER (Retrieval Intelligence and Knowledge Extraction Rating), a benchmark designed to evaluate LLM knowledge retrieval capabilities.
The Economics of Agentic AI

Signal65 validated analysis shows that
The Dell AI Factory with NVIDIA can breakeven in as few as two months, compared to public cloud APIs.
Lenovo Knowledge Super Agent Enhances Enterprise Intelligence in the AI Era

Signal65 conducted a comprehensive assessment of the Lenovo Knowledge Super Agent, analyzing system capabilities and performance in a real-world enterprise deployment.
CoreWeave Provides Leading Cost and Efficiency for AI

This study presents a Total Cost of Ownership analysis of AI cloud deployments, comparing CoreWeave to average hyperscaler pricing.
Evaluating AI Code Review Tools: A Real-World Bug Detection Study

Signal65 conducted a hands-on assessment of five AI code review tools, each tested against bug-introducing pull requests across six open source repositories.
The NVIDIA DGX Spark Platform: Arm and NVIDIA Reinvent the Workstation

NVIDIA DGX Spark’s purpose is to bring data-center-class AI capability to the desk of every developer, researcher, and engineer who needs serious local compute without a cloud invoice.
Lenovo xIQ Agent Platform Enhances Retail in the AI Era with Lenovo Super Agent for Retail

The Lenovo AI Library is a curated catalogue of prebuilt agents and validated use cases built on hundreds of proven Hybrid AI solutions.
Improving AI Inference with AMD EPYC Host CPUs

This report explores the important role of the host CPU and evaluates the impact they have on AI performance.