Core AI

AI Agents & Automation

Autonomous agents, multi-agent systems, and AI-powered workflow automation

11,733
lessons
Skills in this topic
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Agent Foundations
beginner
Explain the ReAct pattern
Tool Use & Function Calling
intermediate
Implement function calling with structured schemas
Multi-Agent Systems
advanced
Build supervisor/worker agent architectures
Autonomous Workflows
advanced
Design end-to-end autonomous pipelines

Showing 4,562 reads from curated sources

ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
GrandCode: Achieving Grandmaster Level in Competitive Programming via Agentic Reinforcement Learning
arXiv:2604.02721v1 Announce Type: new Abstract: Competitive programming remains one of the last few human strongholds in coding against AI. The best AI system t
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Improving Role Consistency in Multi-Agent Collaboration via Quantitative Role Clarity
arXiv:2604.02770v1 Announce Type: new Abstract: In large language model (LLM)-driven multi-agent systems, disobey role specification (failure to adhere to the d
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
ESL-Bench: An Event-Driven Synthetic Longitudinal Benchmark for Health Agents
arXiv:2604.02834v1 Announce Type: new Abstract: Longitudinal health agents must reason across multi-source trajectories that combine continuous device streams,
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
EMS: Multi-Agent Voting via Efficient Majority-then-Stopping
arXiv:2604.02863v1 Announce Type: new Abstract: Majority voting is the standard for aggregating multi-agent responses into a final decision. However, traditiona
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
AgentHazard: A Benchmark for Evaluating Harmful Behavior in Computer-Use Agents
arXiv:2604.02947v1 Announce Type: new Abstract: Computer-use agents extend language models from text generation to persistent action over tools, files, and exec
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
InfoSeeker: A Scalable Hierarchical Parallel Agent Framework for Web Information Seeking
arXiv:2604.02971v1 Announce Type: new Abstract: Recent agentic search systems have made substantial progress by emphasising deep, multi-step reasoning. However,
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Agentic-MME: What Agentic Capability Really Brings to Multimodal Intelligence?
arXiv:2604.03016v1 Announce Type: new Abstract: Multimodal Large Language Models (MLLMs) are evolving from passive observers into active agents, solving problem
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Coupled Control, Structured Memory, and Verifiable Action in Agentic AI (SCRAT -- Stochastic Control with Retrieval and Auditable Trajectories): A Comparative Perspective from Squirrel Locomotion and Scatter-Hoarding
arXiv:2604.03201v1 Announce Type: new Abstract: Agentic AI is increasingly judged not by fluent output alone but by whether it can act, remember, and verify und
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
UI-Oceanus: Scaling GUI Agents with Synthetic Environmental Dynamics
arXiv:2604.02345v1 Announce Type: cross Abstract: Scaling generalist GUI agents is hindered by the data scalability bottleneck of expensive human demonstrations
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Differentiable Symbolic Planning: A Neural Architecture for Constraint Reasoning with Learned Feasibility
arXiv:2604.02350v1 Announce Type: cross Abstract: Neural networks excel at pattern recognition but struggle with constraint reasoning -- determining whether con
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Dynamic Mask Enhanced Intelligent Multi-UAV Deployment for Urban Vehicular Networks
arXiv:2604.02358v1 Announce Type: cross Abstract: Vehicular Ad Hoc Networks (VANETs) play a crucial role in realizing vehicle-road collaboration and intelligent
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
CIPHER: Conformer-based Inference of Phonemes from High-density EEG
arXiv:2604.02362v1 Announce Type: cross Abstract: Decoding speech information from scalp EEG remains difficult due to low SNR and spatial blurring. We present C
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Beyond Message Passing: Toward Semantically Aligned Agent Communication
arXiv:2604.02369v1 Announce Type: cross Abstract: Agent communication protocols are becoming critical infrastructure for large language model (LLM) systems that
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
A Survey on AI for 6G: Challenges and Opportunities
arXiv:2604.02370v1 Announce Type: cross Abstract: As wireless communication evolves, each generation of networks brings new technologies that change how we conn
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Audio Spatially-Guided Fusion for Audio-Visual Navigation
arXiv:2604.02389v1 Announce Type: cross Abstract: Audio-visual Navigation refers to an agent utilizing visual and auditory information in complex 3D environment
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Spatial-Aware Conditioned Fusion for Audio-Visual Navigation
arXiv:2604.02390v1 Announce Type: cross Abstract: Audio-visual navigation tasks require agents to locate and navigate toward continuously vocalizing targets usi
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Reliability-Aware Geometric Fusion for Robust Audio-Visual Navigation
arXiv:2604.02391v1 Announce Type: cross Abstract: Audio-Visual Navigation (AVN) requires an embodied agent to navigate toward a sound source by utilizing both v
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Environment-Aware Channel Prediction for Vehicular Communications: A Multimodal Visual Feature Fusion Framework
arXiv:2604.02396v1 Announce Type: cross Abstract: The deep integration of communication with intelligence and sensing, as a defining vision of 6G, renders envir
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
LumiVideo: An Intelligent Agentic System for Video Color Grading
arXiv:2604.02409v1 Announce Type: cross Abstract: Video color grading is a critical post-production process that transforms flat, log-encoded raw footage into e
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
PlayGen-MoG: Framework for Diverse Multi-Agent Play Generation via Mixture-of-Gaussians Trajectory Prediction
arXiv:2604.02447v1 Announce Type: cross Abstract: Multi-agent trajectory generation in team sports requires models that capture both the diversity of possible p
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
VERTIGO: Visual Preference Optimization for Cinematic Camera Trajectory Generation
arXiv:2604.02467v1 Announce Type: cross Abstract: Cinematic camera control relies on a tight feedback loop between director and cinematographer, where camera mo
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Generative AI Use in Entrepreneurship: An Integrative Review and an Empowerment-Entrapment Framework
arXiv:2604.02567v1 Announce Type: cross Abstract: Despite the growing use of generative artificial intelligence (GenAI) in entrepreneurship, research on its imp
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Smart Transfer: Leveraging Vision Foundation Model for Rapid Building Damage Mapping with Post-Earthquake VHR Imagery
arXiv:2604.02627v1 Announce Type: cross Abstract: Living in a changing climate, human society now faces more frequent and severe natural disasters than ever bef
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Toys that listen, talk, and play: Understanding Children's Sensemaking and Interactions with AI Toys
arXiv:2604.02629v1 Announce Type: cross Abstract: Generative AI (genAI) is increasingly being integrated into children's everyday lives, not only through screen
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Cross-Vehicle 3D Geometric Consistency for Self-Supervised Surround Depth Estimation on Articulated Vehicles
arXiv:2604.02639v1 Announce Type: cross Abstract: Surround depth estimation provides a cost-effective alternative to LiDAR for 3D perception in autonomous drivi
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Cross Event Detection and Topic Evolution Mining in cross events for Man Made Disasters in Social Media Streams
arXiv:2604.02740v1 Announce Type: cross Abstract: Social media is widely used to share information globally and it also aids to gain attention from the world. W
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
SentinelAgent: Intent-Verified Delegation Chains for Securing Federal Multi-Agent AI Systems
arXiv:2604.02767v1 Announce Type: cross Abstract: When Agent A delegates to Agent B, which invokes Tool C on behalf of User X, no existing framework can answer:
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Disrupting Cognitive Passivity: Rethinking AI-Assisted Data Literacy through Cognitive Alignment
arXiv:2604.02783v1 Announce Type: cross Abstract: AI chatbots are increasingly stepping into roles as collaborators or teachers in analyzing, visualizing, and r
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
RayMamba: Ray-Aligned Serialization for Long-Range 3D Object Detection
arXiv:2604.02903v1 Announce Type: cross Abstract: Long-range 3D object detection remains challenging because LiDAR observations become highly sparse and fragmen
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Split and Conquer Partial Deepfake Speech
arXiv:2604.02913v1 Announce Type: cross Abstract: Partial deepfake speech detection requires identifying manipulated regions that may occur within short tempora
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Self-Optimizing Multi-Agent Systems for Deep Research
arXiv:2604.02988v1 Announce Type: cross Abstract: Given a user's complex information need, a multi-agent Deep Research system iteratively plans, retrieves, and
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Beyond Isolated Tasks: A Framework for Evaluating Coding Agents on Sequential Software Evolution
arXiv:2604.03035v1 Announce Type: cross Abstract: Existing datasets for coding agents evaluate performance on isolated, single pull request (PR) tasks in a stat
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
ARM: Advantage Reward Modeling for Long-Horizon Manipulation
arXiv:2604.03037v1 Announce Type: cross Abstract: Long-horizon robotic manipulation remains challenging for reinforcement learning (RL) because sparse rewards p
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
A Data-Centric Vision Transformer Baseline for SAR Sea Ice Classification
arXiv:2604.03094v1 Announce Type: cross Abstract: Accurate and automated sea ice classification is important for climate monitoring and maritime safety in the A
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
AlertStar: Path-Aware Alert Prediction on Hyper-Relational Knowledge Graphs
arXiv:2604.03104v1 Announce Type: cross Abstract: Cyber-attacks continue to grow in scale and sophistication, yet existing network intrusion detection approache
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
A Systematic Security Evaluation of OpenClaw and Its Variants
arXiv:2604.03131v1 Announce Type: cross Abstract: Tool-augmented AI agents substantially extend the practical capabilities of large language models, but they al
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
PR3DICTR: A modular AI framework for medical 3D image-based detection and outcome prediction
arXiv:2604.03203v1 Announce Type: cross Abstract: Three-dimensional medical image data and computer-aided decision making, particularly using deep learning, are
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Glia: A Human-Inspired AI for Automated Systems Design and Optimization
arXiv:2510.27176v5 Announce Type: replace Abstract: Can AI autonomously design mechanisms for computer systems on par with the creativity and reasoning of human
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection
arXiv:2512.16300v2 Announce Type: replace Abstract: Existing image forgery detection (IFD) methods either exploit low-level, semantics-agnostic artifacts or rel
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
ClinicalReTrial: Clinical Trial Redesign with Self-Evolving Agents
arXiv:2601.00290v2 Announce Type: replace Abstract: Clinical trials constitute a critical yet exceptionally challenging and costly stage of drug development (\$
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
AgenticRed: Evolving Agentic Systems for Red-Teaming
arXiv:2601.13518v3 Announce Type: replace Abstract: While recent automated red-teaming methods show promise for systematically exposing model vulnerabilities, m
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
From Virtual Environments to Real-World Trials: Emerging Trends in Autonomous Driving
arXiv:2603.17714v2 Announce Type: replace Abstract: Autonomous driving technologies have achieved significant advances in recent years, yet their real-world dep
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
S$^4$ST: A Strong, Self-transferable, faSt, and Simple Scale Transformation for Transferable Targeted Attack
arXiv:2410.13891v3 Announce Type: replace-cross Abstract: Transferable Targeted Attacks (TTAs) face significant challenges due to severe overfitting to surrogat
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
LMask: Learn to Solve Constrained Routing Problems with Lazy Masking
arXiv:2505.17938v2 Announce Type: replace-cross Abstract: Routing problems are canonical combinatorial optimization tasks with wide-ranging applications in logi
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Mission-Aligned Learning-Informed Control of Autonomous Systems: Formulation and Foundations
arXiv:2507.04356v2 Announce Type: replace-cross Abstract: Research, innovation and practical capital investment have been increasing rapidly toward the realizat
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
AutiHero: Engaging Parents in Creating Personalized, Multi-path Social Narratives for Autistic Children
arXiv:2509.17608v3 Announce Type: replace-cross Abstract: Social narratives help autistic children understand and navigate social situations through stories. To
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
ROPA: Synthetic Robot Pose Generation for RGB-D Bimanual Data Augmentation
arXiv:2509.19454v2 Announce Type: replace-cross Abstract: Training robust bimanual manipulation policies via imitation learning requires demonstration data with
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Beyond Noisy-TVs: Noise-Robust Exploration Via Learning Progress Monitoring
arXiv:2509.25438v2 Announce Type: replace-cross Abstract: When there exists an unlearnable source of randomness (noisy-TV) in the environment, a naively intrins