Researchers introduce PlanFlip, a framework to attack multi-agent LLM systems via planning-phase prompt injection, revealing vulnerabilities in popular models like GPT-5 and Llama-3.3-70B. The study highlights the importance of heterogeneous model diversity for security. PlanFlip's four attacks can corrupt downstream sub-tasks, evading keyword filters and compromising system integrity.

MarkTechPost compared Qwen, Gemma, Mistral, and DeepSeek, the best local LLMs that can run on a single 24GB GPU in 2026. This comparison highlights the performance and capabilities of each model, providing insights for developers and businesses. The article discusses the key details, technical analysis, and industry impact of these LLMs.

Discover the top local LLMs that can run on a single 24GB GPU in 2026, including Qwen, Gemma, Mistral, and DeepSeek. Learn how to choose the right model for your needs and optimize performance. Get the latest insights on AI model development and deployment.

DeepSeek introduces FirstResearch, a groundbreaking framework that tackles the auditability challenge in LLM-driven scientific discovery. By generating a structured 'Research Question Certificate,' FirstResearch ensures AI-proposed research questions are transparent, inspectable, and based on explicit mechanisms and assumptions, significantly enhancing trust in AI-powered scientific ideation.

New research reveals a critical vulnerability in advanced reasoning AI models, where logically inconsistent prompts can force them into 'overthinking,' leading to denial-of-service attacks. This 'Evolutionary Prompt Attack' significantly increases resource consumption and poses a serious threat to commercial LLM providers like OpenAI, Google, and DeepSeek.

A groundbreaking Arxiv paper introduces LLMForge, a multi-model text-to-CAD framework that enables automatic generation of parametric 3D mechanical designs from natural language. This framework, featuring innovative iterative refinement and VLM-based critique, demonstrates remarkable success, with top models like DeepSeek-V3.2 achieving near-perfect mesh generation and showing compact models can rival larger systems.