From flattery to debate: Training AI to mirror human reasoning

Generative artificial intelligence systems often work in agreement, complimenting the user in its response. But human interactions aren’t typically built on flattery. To help strengthen these conversations, researchers in the USF Bellini College of Artificial Intelligence, Cybersecurity and Computing are challenging the technology to think and debate in ways that resemble human reasoning.

Mapping the Design Space of User Experience for Computer Use Agents

Large language model (LLM)-based computer use agents execute user commands by interacting with available UI elements, but little is known about how users want to interact with these agents or what design factors matter for their user experience (UX). We conducted a two-phase study to map the UX design space for computer use agents. In …

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Introducing PFCS Forward

Introducing PFCS Forward: Extending IL5/IL6 Authorization from Cloud to Edge Integrated systems that solve meaningful problems for commanders and their warfighting requirements are essential, according to Lieutenant General Paul T. Stanton, Director of DISA and Commander of DoD Cyber Defense Command, at DISA’s Forecast to Industry 2025 (December 8, 2025) Hardware-Agnostic Accreditation Brings IL5 and IL6 Authorization …

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Automating RDS Postgres to Aurora Postgres Migration

Ram Srivasta Kannan, Wale Akintayo, Jay Bharadwaj, John Crimmins, Shengwei Wang, Zhitao Zhu Introduction In 2024, the Online Data Stores team at Netflix conducted a comprehensive review of the relational database technologies used across the company. This evaluation examined functionality, performance, and total cost of ownership across our database ecosystem. Based on this analysis, we decided …

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AI meets HR: Transforming talent acquisition with Amazon Bedrock

Organizations face significant challenges in making their recruitment processes more efficient while maintaining fair hiring practices. By using AI to transform their recruitment and talent acquisition processes, organizations can overcome these challenges. AWS offers a suite of AI services that can be used to significantly enhance the efficiency, effectiveness, and fairness of hiring practices. With …

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https://civitai.com/models/2384168?modelVersionId=2681004 Trained with AI-Toolkit Using Runpod for 7000 steps Rank 32 (All standard flux klein 9B base settings) Tagged with detailed captions consisting of 100-150 words with GPT4o (224 Images Total) All the Images posted here have embedded workflows, Just right click the image you want, Open in new tab, In the address bar at …