How AI Agents Store, Forget, and Retrieve? A Fresh Look at Memory Operations for the Next-Gen LLMs
Source: MarkTechPost Memory plays a crucial role in LLM-based AI systems, supporting sustained, coherent interactions over time. While...
RWKV-X Combines Sparse Attention and Recurrent Memory to Enable Efficient 1M-Token Decoding with Linear Complexity
Source: MarkTechPost LLMs built on Transformer architectures face significant scaling challenges due to their quadratic complexity in sequence...
How the Model Context Protocol (MCP) Standardizes, Simplifies, and Future-Proofs AI Agent Tool Calling Across Models for Scalable, Secure, Interoperable Workflows Traditional Approaches to AI–Tool Integration
Source: MarkTechPost Before MCP, LLMs relied on ad-hoc, model-specific integrations to access external tools. Approaches like ReAct interleave...
Scaling Reinforcement Learning Beyond Math: Researchers from NVIDIA AI and CMU Propose Nemotron-CrossThink for Multi-Domain Reasoning with Verifiable Reward Modeling
Source: MarkTechPost Large Language Models (LLMs) have demonstrated remarkable reasoning capabilities across diverse tasks, with Reinforcement Learning (RL)...
Multimodal Queries Require Multimodal RAG: Researchers from KAIST and DeepAuto.ai Propose UniversalRAG—A New Framework That Dynamically Routes Across Modalities and Granularities for Accurate and Efficient Retrieval-Augmented Generation
Source: MarkTechPost RAG has proven effective in enhancing the factual accuracy of LLMs by grounding their outputs in...
Google Researchers Advance Diagnostic AI: AMIE Now Matches or Outperforms Primary Care Physicians Using Multimodal Reasoning with Gemini 2.0 Flash
Source: MarkTechPost LLMs have shown impressive promise in conducting diagnostic conversations, particularly through text-based interactions. However, their evaluation...
Meta AI Releases Llama Prompt Ops: A Python Toolkit for Prompt Optimization on Llama Models
Source: MarkTechPost Meta AI has released Llama Prompt Ops, a Python package designed to streamline the process of...
IBM AI Releases Granite 4.0 Tiny Preview: A Compact Open-Language Model Optimized for Long-Context and Instruction Tasks
Source: MarkTechPost IBM has introduced a preview of Granite 4.0 Tiny, the smallest member of its upcoming Granite...
Oversight at Scale Isn’t Guaranteed: MIT Researchers Quantify the Fragility of Nested AI Supervision with New Elo-Based Framework
Source: MarkTechPost Frontier AI companies show advancement toward artificial general intelligence (AGI), creating a need for techniques to...
LLMs Can Now Reason in Parallel: UC Berkeley and UCSF Researchers Introduce Adaptive Parallel Reasoning to Scale Inference Efficiently Without Exceeding Context Windows
Source: MarkTechPost Large language models (LLMs) have made significant strides in reasoning capabilities, exemplified by breakthrough systems like...