Core AI

AI Agents & Automation

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

11,751
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 4,575 reads from curated sources

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
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Certified Training with Branch-and-Bound for Lyapunov-stable Neural Control
arXiv:2411.18235v3 Announce Type: replace-cross Abstract: We study the problem of learning verifiably Lyapunov-stable neural controllers that provably satisfy t
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Talk to Right Specialists: Iterative Routing in Multi-agent Systems for Question Answering
arXiv:2501.07813v2 Announce Type: replace-cross Abstract: Retrieval-augmented generation (RAG) agents are increasingly deployed to answer questions over local k
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Human-AI Collaborative Game Testing with Vision Language Models
arXiv:2501.11782v2 Announce Type: replace-cross Abstract: As modern video games become increasingly complex, traditional manual testing methods are proving cost
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
RaPA: Enhancing Transferable Targeted Attacks via Random Parameter Pruning
arXiv:2504.18594v3 Announce Type: replace-cross Abstract: Compared to untargeted attacks, targeted transfer-based attack is still suffering from much lower Atta
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Threshold Modulation for Online Test-Time Adaptation of Spiking Neural Networks
arXiv:2505.05375v3 Announce Type: replace-cross Abstract: Recently, spiking neural networks (SNNs), deployed on neuromorphic chips, provide highly efficient sol
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
From Seeing to Doing: Bridging Reasoning and Decision for Robotic Manipulation
arXiv:2505.08548v3 Announce Type: replace-cross Abstract: Achieving generalization in robotic manipulation remains a critical challenge, particularly for unseen
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
VERDI: VLM-Embedded Reasoning for Autonomous Driving
arXiv:2505.15925v4 Announce Type: replace-cross Abstract: While autonomous driving (AD) stacks struggle with decision making under partial observability and rea
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Informatics for Food Processing
arXiv:2505.17087v2 Announce Type: replace-cross Abstract: This chapter explores the evolution, classification, and health implications of food processing, while
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Embodied-R1: Reinforced Embodied Reasoning for General Robotic Manipulation
arXiv:2508.13998v2 Announce Type: replace-cross Abstract: Generalization in embodied AI is hindered by the "seeing-to-doing gap," which stems from data scarcity
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
RAPTOR: A Foundation Policy for Quadrotor Control
arXiv:2509.11481v2 Announce Type: replace-cross Abstract: Humans are remarkably data-efficient when adapting to new unseen conditions, like driving a new car. I
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
DoubleAgents: Human-Agent Alignment in a Socially Embedded Workflow
arXiv:2509.12626v3 Announce Type: replace-cross Abstract: Aligning agentic AI with user intent is critical for delegating complex, socially embedded tasks, yet
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Beyond Classification Accuracy: Neural-MedBench and the Need for Deeper Reasoning Benchmarks
arXiv:2509.22258v5 Announce Type: replace-cross Abstract: Recent advances in vision-language models (VLMs) have achieved remarkable performance on standard medi
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Clear Roads, Clear Vision: Advancements in Multi-Weather Restoration for Smart Transportation
arXiv:2510.09228v2 Announce Type: replace-cross Abstract: Adverse weather conditions such as haze, rain, and snow significantly degrade the quality of images an
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
AI-BAAM: AI-Driven Bank Statement Analytics as Alternative Data for Malaysian MSME Credit Scoring
arXiv:2510.16066v4 Announce Type: replace-cross Abstract: Despite accounting for 96.1% of all businesses in Malaysia, access to financing remains one of the mos
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Co-Designing Quantum Codes with Transversal Diagonal Gates via Multi-Agent Systems
arXiv:2510.20728v3 Announce Type: replace-cross Abstract: Exact scientific discovery requires more than heuristic search: candidate constructions must be turned
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
ToG-Bench: Task-Oriented Spatio-Temporal Grounding in Egocentric Videos
arXiv:2512.03666v2 Announce Type: replace-cross Abstract: A core capability towards general embodied intelligence lies in localizing task-relevant objects from
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
MPCFormer: A physics-informed data-driven approach for explainable socially-aware autonomous driving
arXiv:2512.03795v2 Announce Type: replace-cross Abstract: Autonomous Driving (AD) vehicles still struggle to exhibit human-like behavior in highly dynamic and i
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
SWE-EVO: Benchmarking Coding Agents in Long-Horizon Software Evolution Scenarios
arXiv:2512.18470v5 Announce Type: replace-cross Abstract: Existing benchmarks for AI coding agents focus on isolated, single-issue tasks such as fixing a bug or
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Rewriting Video: Text-Driven Reauthoring of Video Footage
arXiv:2601.08565v2 Announce Type: replace-cross Abstract: Video is a powerful medium for communication and storytelling, yet reauthoring existing footage remain
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
MoltNet: Understanding Social Behavior of AI Agents in the Agent-Native MoltBook
arXiv:2602.13458v2 Announce Type: replace-cross Abstract: Large-scale communities of AI agents are becoming increasingly prevalent, creating new environments fo
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
"When to Hand Off, When to Work Together": Expanding Human-Agent Co-Creative Collaboration through Concurrent Interaction
arXiv:2603.02050v3 Announce Type: replace-cross Abstract: Human collaborators coordinate dynamically through process visibility and workspace awareness, yet AI
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Mathematicians in the age of AI
arXiv:2603.03684v3 Announce Type: replace-cross Abstract: Recent developments show that AI can prove research-level theorems in mathematics, both formally and i
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
NePPO: Near-Potential Policy Optimization for General-Sum Multi-Agent Reinforcement Learning
arXiv:2603.06977v2 Announce Type: replace-cross Abstract: Multi-agent reinforcement learning (MARL) is increasingly used to design learning-enabled agents that
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
PlayWorld: Learning Robot World Models from Autonomous Play
arXiv:2603.09030v3 Announce Type: replace-cross Abstract: Action-conditioned video models offer a promising path to building general-purpose robot simulators th
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Security Considerations for Artificial Intelligence Agents
arXiv:2603.12230v2 Announce Type: replace-cross Abstract: This article, a lightly adapted version of Perplexity's response to NIST/CAISI Request for Information
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
AI-Driven Predictive Maintenance with Environmental Context Integration for Connected Vehicles: Simulation, Benchmarking, and Field Validation
arXiv:2603.13343v2 Announce Type: replace-cross Abstract: Predictive maintenance for connected vehicles offers the potential to reduce unexpected breakdowns and
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
Fine-tuning is Not Enough: A Parallel Framework for Collaborative Imitation and Reinforcement Learning in End-to-end Autonomous Driving
arXiv:2603.13842v2 Announce Type: replace-cross Abstract: End-to-end autonomous driving is typically built upon imitation learning (IL), yet its performance is
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1mo ago
GPA: Learning GUI Process Automation from Demonstrations
arXiv:2604.01676v2 Announce Type: replace-cross Abstract: GUI Process Automation (GPA) is a lightweight but general vision-based Robotic Process Automation (RPA
Microsoft's Agent Stack Confuses Developers While Rivals Simplify
Forbes Innovation 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Microsoft's Agent Stack Confuses Developers While Rivals Simplify
Microsoft ships Agent Framework 1.0 but Azure's agent stack still spans too many surfaces while Google and AWS offer cleaner developer paths.
Super-Agency: The Skill That Makes You Hard to Replace in an AI-Native World
Hackernoon 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Super-Agency: The Skill That Makes You Hard to Replace in an AI-Native World
AI anxiety isn’t mainly about smarter models — it’s about your old skill stack being optimized for a world that no longer exists. “Super-agency” is the upgrade: