Search: agentic AI direction

Paper page - MemReread: Enhancing Agentic Long-Context Reasoning via Memory-Guided Rereading

…AI-generated summary To tackle long-context reasoning tasks without the quadratic complexity of standard attention mechanisms , approaches based on agent memory have emerged, which typically maintain a dynamically updated memory when…

May 14, 2026

Paper page - WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces

…A Benchmark for Real-World, Long-Horizon Agent Evaluation (2026) OpenComputer: Verifiable Software Worlds for Computer-Use Agents (2026) AgenticVBench: Can AI Agents Complete Real-World Post-Production Tasks? (2026) SWE-Marathon…

Jun 12, 2026

Paper page - The Cold-Start Safety Gap in LLM Agents

…Evaluating Persistent Memory and Reasoning with Multi-Session Agentic Conversations (2026) AgentCanary: A Security Evaluation Framework for Autonomous AI Agents in Real Executable Environments (2026) SafeAgent: A Runtime Protection Architecture for Agentic…

Jun 12, 2026

Paper page - Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning

…AI-generated summary A persistent skill library allows language model agents to reuse successful strategies across tasks. Maintaining such a library requires three coupled capabilities. The agent selects a relevant skill, utilizes…

May 8, 2026

Paper page - Orchard: An Open-Source Agentic Modeling Framework

…AI-generated summary Agentic modeling aims to transform LLMs into autonomous agents capable of solving complex tasks through planning , reasoning , tool use , and multi-turn interaction with environments. Despite major investment, open…

May 15, 2026

Paper page - Rethinking Memory as Continuously Evolving Connectivity

…AI-generated summary Existing memory-augmented LLM agents often treat memory as a static repository with pre-defined representations and fixed retrieval pipelines, which is brittle in dynamic agentic environments where feedback…

May 28, 2026

Paper page - Which Models Are Our Models Built On? Auditing Invisible Dependencies in Modern LLMs

…An Agentic Benchmark for Novel API Acquisition (2026) SWE-Explore: Benchmarking How Coding Agents Explore Repositories (2026) Context-as-AI-Service: Surfacing Cross-File Dependency Chains for LLM-Generated Developer Documentation (2026…

Jun 11, 2026

Paper page - QUACK: Questioning, Understanding, and Auditing Communicated Knowledge in Multimodal Social Deduction Agents

…AI-generated summary Social deduction games have become a popular testbed for probing reasoning, deception, coordination, and belief modeling in Large Language Model (LLM) agents. However, most environments are scored only by…

May 27, 2026

Paper page - AI Co-Mathematician: Accelerating Mathematicians with Agentic AI

Papers arxiv:2605.06651 AI Co-Mathematician: Accelerating Mathematicians with Agentic AI Published on May 7 Submitted by taesiri on May 8 Authors: , , , , , , , , , , , , , , , , , Abstract W e i n t r o d…