Core AI

AI Agents & Automation

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

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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 4,557 reads from curated sources

ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
15 Years of Augmented Human(s) Research: Where Do We Stand?
arXiv:2604.03715v1 Announce Type: cross Abstract: The Augmented Human vision broadly seeks to improve or expand baseline human functioning through the restorati
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Build on Priors: Vision--Language--Guided Neuro-Symbolic Imitation Learning for Data-Efficient Real-World Robot Manipulation
arXiv:2604.03759v1 Announce Type: cross Abstract: Enabling robots to learn long-horizon manipulation tasks from a handful of demonstrations remains a central ch
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Regime-Calibrated Demand Priors for Ride-Hailing Fleet Dispatch and Repositioning
arXiv:2604.03883v1 Announce Type: cross Abstract: Effective ride-hailing dispatch requires anticipating demand patterns that vary substantially across time-of-d
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Latency-Aware Resource Allocation over Heterogeneous Networks: A Lorentz-Invariant Market Mechanism
arXiv:2604.03897v1 Announce Type: cross Abstract: We present a telecom-native auction mechanism for allocating bandwidth and time slots across heterogeneous-del
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
DC-Ada: Reward-Only Decentralized Observation-Interface Adaptation for Heterogeneous Multi-Robot Teams
arXiv:2604.03905v1 Announce Type: cross Abstract: Heterogeneity is a defining feature of deployed multi-robot teams: platforms often differ in sensing modalitie
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Symbolic-Vector Attention Fusion for Collective Intelligence
arXiv:2604.03955v1 Announce Type: cross Abstract: When autonomous agents observe different domains of a shared environment, each signal they exchange mixes rele
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
TraceGuard: Structured Multi-Dimensional Monitoring as a Collusion-Resistant Control Protocol
arXiv:2604.03968v1 Announce Type: cross Abstract: AI control protocols use monitors to detect attacks by untrusted AI agents, but standard single-score monitors
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
BAAI Cardiac Agent: An intelligent multimodal agent for automated reasoning and diagnosis of cardiovascular diseases from cardiac magnetic resonance imaging
arXiv:2604.04078v1 Announce Type: cross Abstract: Cardiac magnetic resonance (CMR) is a cornerstone for diagnosing cardiovascular disease. However, it remains u
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Learning Dexterous Grasping from Sparse Taxonomy Guidance
arXiv:2604.04138v1 Announce Type: cross Abstract: Dexterous manipulation requires planning a grasp configuration suited to the object and task, which is then ex
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
PATHFINDER: Multi-objective discovery in structural and spectral spaces
arXiv:2604.04194v1 Announce Type: cross Abstract: Automated decision-making is becoming key for automated characterization including electron and scanning probe
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Robots Need Some Education: On the complexity of learning in evolutionary robotics
arXiv:2604.04196v1 Announce Type: cross Abstract: Evolutionary Robotics and Robot Learning are two fields in robotics that aim to automatically optimize robot d
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
ClawArena: Benchmarking AI Agents in Evolving Information Environments
arXiv:2604.04202v1 Announce Type: cross Abstract: AI agents deployed as persistent assistants must maintain correct beliefs as their information environment evo
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
LOCARD: An Agentic Framework for Blockchain Forensics
arXiv:2604.04211v1 Announce Type: cross Abstract: Blockchain forensics inherently involves dynamic and iterative investigations, while many existing approaches
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Learning from Imperfect Demonstrations via Temporal Behavior Tree-Guided Trajectory Repair
arXiv:2604.04225v1 Announce Type: cross Abstract: Learning robot control policies from demonstrations is a powerful paradigm, yet real-world data is often subop
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Agentization of Digital Assets for the Agentic Web: Concepts, Techniques, and Benchmark
arXiv:2604.04226v1 Announce Type: cross Abstract: Agentic Web, as a new paradigm that redefines the internet through autonomous, goal-driven interactions, plays
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Agents for Agents: An Interrogator-Based Secure Framework for Autonomous Internet of Underwater Things
arXiv:2604.04262v1 Announce Type: cross Abstract: Autonomous underwater vehicles (AUVs) and sensor nodes increasingly support decentralized sensing and coordina
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Governance-Constrained Agentic AI: Blockchain-Enforced Human Oversight for Safety-Critical Wildfire Monitoring
arXiv:2604.04265v1 Announce Type: cross Abstract: The AI-based sensing and autonomous monitoring have become the main components of wildfire early detection, bu
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Towards Considerate Human-Robot Coexistence: A Dual-Space Framework of Robot Design and Human Perception in Healthcare
arXiv:2604.04374v1 Announce Type: cross Abstract: The rapid advancement of robotics, spanning expanded capabilities, more intuitive interaction, and more integr
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
MC-GenRef: Annotation-free mammography microcalcification segmentation with generative posterior refinement
arXiv:2604.04470v1 Announce Type: cross Abstract: Microcalcification (MC) analysis is clinically important in screening mammography because clustered puncta can
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
ECG Biometrics with ArcFace-Inception: External Validation on MIMIC and HEEDB
arXiv:2604.04485v1 Announce Type: cross Abstract: ECG biometrics has been studied mainly on small cohorts and short inter-session intervals, leaving open how id
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
RAVEN: Radar Adaptive Vision Encoders for Efficient Chirp-wise Object Detection and Segmentation
arXiv:2604.04490v1 Announce Type: cross Abstract: This paper presents RAVEN, a computationally efficient deep learning architecture for FMCW radar perception. T
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
StableTTA: Training-Free Test-Time Adaptation that Improves Model Accuracy on ImageNet1K to 96%
arXiv:2604.04552v1 Announce Type: cross Abstract: Ensemble methods are widely used to improve predictive performance, but their effectiveness often comes at the
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Temporal Inversion for Learning Interval Change in Chest X-Rays
arXiv:2604.04563v1 Announce Type: cross Abstract: Recent advances in vision--language pretraining have enabled strong medical foundation models, yet most analyz
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
AI Agents Under EU Law
arXiv:2604.04604v1 Announce Type: cross Abstract: AI agents - i.e. AI systems that autonomously plan, invoke external tools, and execute multi-step action chain
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Preserving Forgery Artifacts: AI-Generated Video Detection at Native Scale
arXiv:2604.04634v1 Announce Type: cross Abstract: The rapid advancement of video generation models has enabled the creation of highly realistic synthetic media,
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
ROSClaw: A Hierarchical Semantic-Physical Framework for Heterogeneous Multi-Agent Collaboration
arXiv:2604.04664v1 Announce Type: cross Abstract: The integration of large language models (LLMs) with embodied agents has improved high-level reasoning capabil
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Is a Picture Worth a Thousand Words? Adaptive Multimodal Fact-Checking with Visual Evidence Necessity
arXiv:2604.04692v1 Announce Type: cross Abstract: Automated fact-checking is a crucial task not only in journalism but also across web platforms, where it suppo
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Undetectable Conversations Between AI Agents via Pseudorandom Noise-Resilient Key Exchange
arXiv:2604.04757v1 Announce Type: cross Abstract: AI agents are increasingly deployed to interact with other agents on behalf of users and organizations. We ask
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Your Agent, Their Asset: A Real-World Safety Analysis of OpenClaw
arXiv:2604.04759v1 Announce Type: cross Abstract: OpenClaw, the most widely deployed personal AI agent in early 2026, operates with full local system access and
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
A Quantum Search Approach to Magic Square Constraint Problems with Classical Benchmarking
arXiv:2604.04786v1 Announce Type: cross Abstract: This paper presents a quantum search approach to combinatorial constraint satisfaction problems, demonstrated
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
DIRECT: Video Mashup Creation via Hierarchical Multi-Agent Planning and Intent-Guided Editing
arXiv:2604.04875v1 Announce Type: cross Abstract: Video mashup creation represents a complex video editing paradigm that recomposes existing footage to craft en
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
FileGram: Grounding Agent Personalization in File-System Behavioral Traces
arXiv:2604.04901v1 Announce Type: cross Abstract: Coworking AI agents operating within local file systems are rapidly emerging as a paradigm in human-AI interac
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
How AI Aggregation Affects Knowledge
arXiv:2604.04906v1 Announce Type: cross Abstract: Artificial intelligence (AI) changes social learning when aggregated outputs become training data for future p
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Analyzing Symbolic Properties for DRL Agents in Systems and Networking
arXiv:2604.04914v1 Announce Type: cross Abstract: Deep reinforcement learning (DRL) has shown remarkable performance on complex control problems in systems and
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
A Multi-Agent Reinforcement Learning Framework for Public Health Decision Analysis
arXiv:2311.00855v3 Announce Type: replace Abstract: Human immunodeficiency virus (HIV) is a major public health concern in the United States (U.S.), with about
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Seemingly Simple Planning Problems are Computationally Challenging: The Countdown Game
arXiv:2508.02900v2 Announce Type: replace Abstract: There is a broad consensus that the inability to form long-term plans is one of the key limitations of curre
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Agentic AI Security: Threats, Defenses, Evaluation, and Open Challenges
arXiv:2510.23883v3 Announce Type: replace Abstract: Agentic AI systems powered by large language models (LLMs) and endowed with planning, tool use, memory, and
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
An Agent-Based Framework for the Automatic Validation of Mathematical Optimization Models
arXiv:2511.16383v2 Announce Type: replace Abstract: Recently, using Large Language Models (LLMs) to generate optimization models from natural language descripti
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Agile Deliberation: Concept Deliberation for Subjective Visual Classification
arXiv:2512.10821v2 Announce Type: replace Abstract: From content moderation to content curation, applications requiring vision classifiers for visual concepts a
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Finch: Benchmarking Finance & Accounting across Spreadsheet-Centric Enterprise Workflows
arXiv:2512.13168v4 Announce Type: replace Abstract: We introduce FinWorkBench (a.k.a. Finch), a benchmark for evaluating agents on real-world, enterprise-grade
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
HAG: Hierarchical Demographic Tree-based Agent Generation for Topic-Adaptive Simulation
arXiv:2601.05656v3 Announce Type: replace Abstract: High-fidelity agent initialization is crucial for credible Agent-Based Modeling across diverse domains. A ro
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Voxtral Realtime
arXiv:2602.11298v3 Announce Type: replace Abstract: We introduce Voxtral Realtime, a natively streaming automatic speech recognition model that matches offline
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
AI Runtime Infrastructure
arXiv:2603.00495v2 Announce Type: replace Abstract: We introduce AI Runtime Infrastructure, a distinct execution-time layer that operates above the model and be
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
A Self-Evolving Defect Detection Framework for Industrial Photovoltaic Systems
arXiv:2603.14869v2 Announce Type: replace Abstract: Reliable photovoltaic (PV) power generation requires timely detection of module defects that may reduce ener
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Adaptive Domain Models: Bayesian Evolution, Warm Rotation, and Principled Training for Geometric and Neuromorphic AI
arXiv:2603.18104v2 Announce Type: replace Abstract: Prevailing AI training infrastructure assumes reverse-mode automatic differentiation over IEEE-754 arithmeti
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
AgentSocialBench: Evaluating Privacy Risks in Human-Centered Agentic Social Networks
arXiv:2604.01487v2 Announce Type: replace Abstract: With the rise of personalized, persistent LLM agent frameworks such as OpenClaw, human-centered agentic soci
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Mitigating Value Hallucination in Dyna Planning via Multistep Predecessor Models
arXiv:2006.04363v2 Announce Type: replace-cross Abstract: Dyna-style reinforcement learning (RL) agents improve sample efficiency over model-free RL agents by u
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Detecting and Characterising Mobile App Metamorphosis in Google Play Store
arXiv:2407.14565v2 Announce Type: replace-cross Abstract: App markets have evolved into highly competitive and dynamic environments for developers. While the tr