XDA Developers on MSN

I ran this bulky LLM on an SBC cluster, and it's the most unhinged setup I've ever built

My SBC cluster runs bigger models than a single Raspberry Pi, but the trade-offs are brutal ...
IEEE

Building Energy Management Systems with LLM Agent Enhanced Natural Language Policy Explanation

Abstract: Building Energy Management System (BEMS) is important for optimizing energy usage. However, existing BEMS often lack natural language explanations, making it difficult for residents to ...
IEEE

Two-Step RAG for Metadata Filtering and Statistical LLM Evaluation

Abstract: This study addresses a limitation in Retrieval-Augmented Generation (RAG) systems: poor retrieval accuracy when vague prompts or metadata are missing. We propose the Two-Step RAG method to ...
GitHub

ToolSafe: Enhancing Tool Invocation Safety of LLM-based agents via Proactive Step-level Guardrail and Feedback

. ├── TS-Bench/ # Benchmark datasets for guardrail model evaluation ├── benchmark/ # Evaluation benchmark of agent safety&security ├── scripts/ # Shell scripts for training/inference ├── src/ # Source ...
Microsoft

LLM Reasoning as Trajectories: Step-Specific Representation Geometry and Correctness Signals

This work characterizes large language models’chain-of-thought generation as a structured trajectory through representation space. We show that mathematical reasoning traverses functionally ordered, ...
VentureBeat

OpenAI's GPT-5.5 is here, and it's no potato: narrowly beats Anthropic's Claude Mythos Preview on Terminal-Bench 2.0

Credit: VentureBeat made with OpenAI ChatGPT Images 2.0 After months of rumors and reports that OpenAI was developing a new, more powerful AI large language model for use in ChatGPT and through its ...