IEEE

3D-CIMlet: A Chiplet Co-Design Framework for Heterogeneous In-Memory Acceleration of Edge LLM Inference and Continual Learning

Abstract: The design space for edge AI hardware supporting large language model (LLM) inference and continual learning is underexplored. We present 3D-CIMlet, a thermal-aware modeling and co-design ...
marktechpost

A Coding Implementation to Design a Stateful Tutor Agent with Long-Term Memory, Semantic Recall, and Adaptive Practice Generation

In this tutorial, we build a fully stateful personal tutor agent that moves beyond short-lived chat interactions and learns continuously over time. We design the system to persist user preferences, ...
GitHub

LightMem: Lightweight and Efficient Memory-Augmented Generation

⭐ If you like our project, please give us a star on GitHub for the latest updates! LightMem is a lightweight and efficient memory management framework designed for Large Language Models and AI Agents.
IEEE

Beyond Static GUI Agent: Evolving LLM-based GUI Testing via Dynamic Memory

Abstract: The development of Large Language Models (LLMs) enables LLM-based GUI testing to interact with graphical user interfaces by understanding GUI screenshots and generating actions, which are ...
GitHub

Threading the Maze of Lifelong Memory for LLM Agents

AriadneMem is a structured memory system that addresses disconnected evidence and state update challenges in long-horizon LLM agents through a decoupled two-phase pipeline.
marktechpost

How to Build a Production-Grade Agentic AI System with Hybrid Retrieval, Provenance-First Citations, Repair Loops, and Episodic Memory

In this tutorial, we build an ultra-advanced agentic AI workflow that behaves like a production-grade research and reasoning system rather than a single prompt call. We ingest real web sources ...