This project aims to automate and streamline the process of evaluating NVMe drive performance by applying unsupervised machine learning algorithms to cluster drives into distinct performance tiers. The team trained their Birch model on data that was collected from a wide range of NVMe drives by Nutanix. Through iterative testing and refinement, they developed a system that helps users easily identify the best-performing drives for specific workloads….Continue Reading AI/ML For Advanced NVMe Drive Performance (Nutanix Inc.) Continue Reading AI/ML For Advanced NVMe Drive Performance (Nutanix Inc.)

The team created a conversational chatbot which translates natural language into DSL queries. It allows Nutanix engineers to ask questions about a database in plain English. The chatbot breaks a question into tasks, and runs through a workflow that queries the database, returning the results in the users preferred format. By eliminating the need to manually piece together context from large, fragmented test logs and building on existing legacy tools, this solution makes log analysis faster, more accessible, and intuitive….Continue Reading LogSearch Chatbot (Nutanix Inc.) Continue Reading LogSearch Chatbot (Nutanix Inc.)

The team created a benchmarking tool to evaluate LLM performance on CPUs. This tool can be used to gather metrics across a variety of models and hardware configurations and will be used by Nutanix to guide decisions on when to use certain LLMs….Continue Reading Gen AI CPU Analytics (Nutanix Inc.) Continue Reading Gen AI CPU Analytics (Nutanix Inc.)

The team developed an interactive tool to support scientists in planning, visualizing, and managing biological experiments. This tool is designed to replace time consuming and error prone manual visualization methods using Google Sheets or Lucidchart….Continue Reading Experiment Visualization Tool (Arsenal Bio Inc.) Continue Reading Experiment Visualization Tool (Arsenal Bio Inc.)

In over 10+ years of service, Rimini has solved millions of support tickets, adding to their ever-growing database. Currently, sifting through these tickets is an arduous process, and there are no tools to efficiently analyze past tickets. The project aims to draw meaning from these support tickets by grouping them via topic modeling, then displaying information and solutions about tickets on an interactive dashboard….Continue Reading AI Ticket Topic Modeling (Rimini Street Inc.) Continue Reading AI Ticket Topic Modeling (Rimini Street Inc.)

Universal Audio is developing a prototype called the NEO4, designed to be an affordable audio device with features typically not found in other products at a similar price such as <5ms latency. The team is performing tests on a Micro controller unit, called the i.MX RT1170, to determine if it can handle processing multiple audio signals simultaneously. They are specifically looking at how well it can apply audio effects, such as echo, tone adjustment, and loudness control, using the processors on the board in order to minimize latency These tests will demonstrate whether budget-friendly hardware like the NEO4 can offer professional-level audio performance….Continue Reading UAD NEO4 DSP Interface (Universal Audio Inc.) Continue Reading UAD NEO4 DSP Interface (Universal Audio Inc.)

This project aims to expand Pathwave’s user base by showing its scalability to both customers and investors. By using generated data, the team show how the platform performs in various real-world scenarios, building confidence in its resilience. The Raspberry Pi make this approach easy to deploy, scale, and maintain….Continue Reading Load Test Automation (Keysight Inc.) Continue Reading Load Test Automation (Keysight Inc.)

At Keysight Technologies, lab managers and engineers rely on precise equipment status monitoring to maintain high testing standards. However, existing data visualization tools often limit customization and require advanced skills in database query languages (DQL) and deep familiarity of how the data is structured in the database. The new Keysight Test Data Visualization tool addresses these challenges by enabling users to easily set up and organize customizable graphs without needing DQL expertise, making equipment data monitoring faster, more flexible, and user-friendly….Continue Reading Test Data Visualization (Keysight Inc.) Continue Reading Test Data Visualization (Keysight Inc.)

Brinqaʼs Unified Exposure Management platform allows companies to manage cyber risk data and take action against threats. Data is stored in different data models, which can vary by company. Customers access their data using Brinqaʼs proprietary Brinqa Query Language (BQL). The team’s large language model converts natural language prompts to BQL queries. This allows Brinqa customers to manage data without having to know BQL syntax….Continue Reading Attack of the LLMs (Brinqa Inc.) Continue Reading Attack of the LLMs (Brinqa Inc.)

Nutanix provides cloud computing options to customers worldwide through hypervisor software for virtual machine management. With the rapid growth of data-intensive workloads on computer systems, there is an increasing need to efficiently monitor memory on each system to ensure the maximization of bandwidth capabilities….Continue Reading Advanced Memory Utilization Analytics (Nutanix) Continue Reading Advanced Memory Utilization Analytics (Nutanix)