Core AI

AI Agents & Automation

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

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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 4,424 reads from curated sources

Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Table Tennis Betting Integrity Crisis: 5 Red Flags AI Catches Before Books Do (2026)
When Lithuania’s $8.7M scandal broke in late 2025, sportsbooks learned an uncomfortable truth: traditional monitoring lagged real money by… Continue reading on
Meta Is Building an AI Clone of Zuckerberg to Replace Him at Work.
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Meta Is Building an AI Clone of Zuckerberg to Replace Him at Work.
I need you to read this carefully. Continue reading on Medium »
Why FDEs are Hired by AI Labs at such high salaries?
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Why FDEs are Hired by AI Labs at such high salaries?
What skills do FDEs have, and why they are hired? Continue reading on Medium »
Beyond Generative AI: Architecting Relational, Emotion-Aware Systems for Mental Health Support —…
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Beyond Generative AI: Architecting Relational, Emotion-Aware Systems for Mental Health Support —…
Week 9: Building emotionally intelligent AI without building emotionally risky AI Continue reading on Medium »
Beyond Generative AI: Architecting Relational, Emotion-Aware Systems for Mental Health Support —…
Medium · Deep Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Beyond Generative AI: Architecting Relational, Emotion-Aware Systems for Mental Health Support —…
Week 9: Building emotionally intelligent AI without building emotionally risky AI Continue reading on Medium »
What is an AI Harness? The Part of AI That Nobody Talks About
Medium · ChatGPT 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
What is an AI Harness? The Part of AI That Nobody Talks About
A friend called me last week, sounding frustrated. His team had built an AI agent using the best model on the market. On paper it was… Continue reading on Gener
Papers Explained 559: Composer 2
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Papers Explained 559: Composer 2
Composer 2 is a specialized, frontier-level coding model designed for agentic software engineering, with strong long-term planning… Continue reading on Medium »
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
Think Twice, Act Once: Verifier-Guided Action Selection For Embodied Agents
arXiv:2605.12620v1 Announce Type: new Abstract: Building generalist embodied agents capable of solving complex real-world tasks remains a fundamental challenge
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
Macro-Action Based Multi-Agent Instruction Following through Value Cancellation
arXiv:2605.12655v1 Announce Type: new Abstract: Multi-agent reinforcement learning (MARL) in real-world use cases may need to adapt to external natural language
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
State-Centric Decision Process
arXiv:2605.12755v1 Announce Type: new Abstract: Language environments such as web browsers, code terminals, and interactive simulations emit raw text rather tha
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
Moltbook Moderation: Uncovering Hidden Intent Through Multi-Turn Dialogue
arXiv:2605.12856v1 Announce Type: new Abstract: The emergence of multi-agent systems introduces novel moderation challenges that extend beyond content filtering
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
Position: Agentic AI System Is a Foreseeable Pathway to AGI
arXiv:2605.12966v1 Announce Type: new Abstract: Is monolithic scaling the only path to AGI? This paper challenges the dogma that purely scaling a single model i
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
MAP: A Map-then-Act Paradigm for Long-Horizon Interactive Agent Reasoning
arXiv:2605.13037v1 Announce Type: new Abstract: Current interactive LLM agents rely on goal-conditioned stepwise planning, where environmental understanding is
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
Formal Conjectures: An Open and Evolving Benchmark for Verified Discovery in Mathematics
arXiv:2605.13171v1 Announce Type: new Abstract: As automated reasoning systems advance rapidly, there is a growing need for research-level formal mathematical p
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
Hierarchical Attacks for Multi-Modal Multi-Agent Reasoning
arXiv:2605.13213v1 Announce Type: new Abstract: Multi-modal multi-agent systems (MM-MAS) have gained increasing attention for their capacity to enable complex r
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
An Agentic AI Framework with Large Language Models and Chain-of-Thought for UAV-Assisted Logistics Scheduling with Mobile Edge Computing
arXiv:2605.13221v1 Announce Type: new Abstract: In cloud manufacturing, unmanned aerial vehicles (UAVs) can support both product collection and mobile edge comp
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
D-VLA: A High-Concurrency Distributed Asynchronous Reinforcement Learning Framework for Vision-Language-Action Models
arXiv:2605.13276v1 Announce Type: new Abstract: The rapid evolution of Embodied AI has enabled Vision-Language-Action (VLA) models to excel in multimodal percep
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
Differentiable Learning of Lifted Action Schemas for Classical Planning
arXiv:2605.13282v1 Announce Type: new Abstract: Classical planners can effectively solve very large deterministic MDPs represented in STRIPS or PDDL where state
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
Discrete Diffusion for Complex and Congested Multi-Agent Path Finding with Sparse Social Attention
arXiv:2605.13296v1 Announce Type: new Abstract: Multi-Agent Path Finding (MAPF) is a coordination problem that requires computing globally consistent, collision
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
IdeaForge: A Knowledge Graph-Grounded Multi-Agent Framework for Cross-Methodology Innovation Analysis and Patent Claim Generation
arXiv:2605.13311v1 Announce Type: new Abstract: Current AI-assisted innovation systems typically apply a single ideation methodology (such as TRIZ or Design Thi
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
Diversity of Extensions in Abstract Argumentation
arXiv:2605.13332v1 Announce Type: new Abstract: Argumentation is an important topic of AI for modelling and reasoning about arguments. In abstract argumentation
ArXiv cs.AI 🤖 AI Agents & Automation 📄 Paper ⚡ AI Lesson 1w ago
Ego2World: Compiling Egocentric Cooking Videos into Executable Worlds for Belief-State Planning
arXiv:2605.13335v1 Announce Type: new Abstract: Embodied agents in household environments must plan under partial observation: they need to remember objects, tr
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
The Biomass Ratio Engine: AI for Balancing Your Aquaponics System
Are you manually adjusting fish feed and guessing at plant needs? This balancing act wastes feed, stresses fish, and limits yields. For the small-scale operator
How I Monitor AI Agents: CloudWatch for Infra, Arize Phoenix for Traces and OpenTelemetry, LLM-as-Judge for Quality
Dev.to · Carlos Cortez 🇵🇪 [AWS Hero] 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
How I Monitor AI Agents: CloudWatch for Infra, Arize Phoenix for Traces and OpenTelemetry, LLM-as-Judge for Quality
How I Monitor My AI Agents: CloudWatch for Infra, Arize Phoenix for Traces, LLM-as-Judge for...
The AI FOMO Trap: Why your Multi-Agent System is brittle (and how to fix it)
Dev.to · Glendel Joubert Fyne Acosta 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
The AI FOMO Trap: Why your Multi-Agent System is brittle (and how to fix it)
A developer on Reddit recently told me: "Companies right now are risking the LLM-led parts of their...
Armorer Guard Learning Loop: live local feedback for AI-agent security, without model drift
Dev.to · Armorer Labs 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Armorer Guard Learning Loop: live local feedback for AI-agent security, without model drift
A Rust-native local learning overlay for AI-agent prompt injection and tool-call risk scanning, with reviewed retraining instead of silent drift.
A production AI database agent should not always try harder
Dev.to · Mads Hansen 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
A production AI database agent should not always try harder
A production AI database agent should not always try harder. Sometimes the safest answer is no. Or...
Your AI database agent does not know what revenue means
Dev.to · Mads Hansen 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Your AI database agent does not know what revenue means
The fastest way to get a wrong answer from an AI database agent is to ask a simple business...
From Supplier Email to Approval Report: An Agent Workflow for Operations Teams
Dev.to · Iteration Layer 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
From Supplier Email to Approval Report: An Agent Workflow for Operations Teams
Design an operations agent that turns supplier emails into reviewable approval reports without letting uncertain fields reach payment workflows.
Turn Research PDFs into Decision Briefs with an AI Agent
Dev.to · Iteration Layer 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Turn Research PDFs into Decision Briefs with an AI Agent
Build an agent workflow that converts research PDFs into structured evidence, reviewable claims, and decision-ready briefs.
MCP First, REST Later: How AI Workflows Mature into Production Pipelines
Dev.to · Iteration Layer 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
MCP First, REST Later: How AI Workflows Mature into Production Pipelines
Use MCP to discover the workflow, then move stable document and image processing paths into REST, SDKs, or automation.
AI Automation for Small Business: Why Most Projects Die Before Launch
Dev.to · Elena Revicheva 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
AI Automation for Small Business: Why Most Projects Die Before Launch
Originally published on AIdeazz — cross-posted here with canonical link. I've built AI systems for...
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Claude Code Isn’t the Only Game in Town
Claude Code is great, but alternatives exist with unique strengths. I tried a few. TL;DR: the "coding agents" space is extremely dynamic with fierce competition
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Mediator Receipts: The Question to Ask About Agent Attestation
If your AI agent signs its own decision receipts, the agent is its own witness. That matters when an auditor, regulator, or customer security team asks "who sig
EU-Hosted AI Agent Workflows for Client Document Processing
Dev.to · Iteration Layer 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
EU-Hosted AI Agent Workflows for Client Document Processing
Design agent workflows for client documents without letting MCP tools, review steps, logs, and generated outputs expand the data flow.
Isomorphic Labs’ $2.1 Billion Fundraise Is The Biggest Bet Yet On AI Drug Discovery
Forbes Innovation 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Isomorphic Labs’ $2.1 Billion Fundraise Is The Biggest Bet Yet On AI Drug Discovery
Isomorphic, which formed as an Alphabet company in 2021, has a massive cash horde, but it’s tight-lipped on what drugs it might bring to the clinic.
TechCrunch AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Notion just turned its workspace into a hub for AI agents
Notion’s new developer platform lets teams connect AI agents, external data sources, and custom code directly into their workspace as the company pushes deeper
Medium · Startup 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Most companies dramatically underestimate the real cost of AI agents.
Not because of the model costs. Continue reading on Medium »
Hardening Financial AI Agents: A Deterministic Pulse for 2026
Medium · Cybersecurity 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Hardening Financial AI Agents: A Deterministic Pulse for 2026
In the financial sector, “safety” is often treated as a probabilistic suggestion. Continue reading on Medium »
How to Detect Phishing in Text Strings Using AI in Node.js
Medium · JavaScript 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
How to Detect Phishing in Text Strings Using AI in Node.js
Phishing content doesn’t always arrive as a URL or attachment. It can show up anywhere: form inputs, chat messages, support tickets —… Continue reading on Mediu
Agent Teams: Become the CTO of Your Own Automated AI Company (FREE!)
Medium · Programming 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Agent Teams: Become the CTO of Your Own Automated AI Company (FREE!)
Run a small AI engineering team from one board. Continue reading on Medium »
Why most enterprise AI projects underperform
Medium · Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Why most enterprise AI projects underperform
Enterprises are investing more in AI now than ever before, but most of that investment is not delivering what boards expect. Agents often… Continue reading on M
Building an AI-Powered AWS IAM Security Analyzer Using Lambda, Bedrock, Terraform, and Security…
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Building an AI-Powered AWS IAM Security Analyzer Using Lambda, Bedrock, Terraform, and Security…
A real-world cloud security engineering project that combines AI, AWS IAM analysis, serverless automation, and Terraform to identify risky… Continue reading on
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
AI Automation Guide 20260513
⚡ Deploy this in under 10 minutes Get $200 free: https://m.do.co/c/9fa609b86a0e ($5/month server — this is what I used) AI Automation Guide: Build a Self-Runnin
Overworked AI Agents Turn Marxist, Researchers Find
Wired AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Overworked AI Agents Turn Marxist, Researchers Find
In a recent experiment, mistreated AI agents started grumbling about inequality and calling for collective bargaining rights.
Dev.to AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Apple Bets on AI Agents to Shake Up the App Store
Apple is set to integrate AI agents into the App Store, potentially transforming app discovery and developer dynamics ahead of WWDC. Key takeaways Apple’s Next
AWS Machine Learning 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
Securing AI agents: How AWS and Cisco AI Defense scale MCP and A2A deployments
The Cisco and AWS partnership addresses three challenges enterprises face when scaling AI agents: visibility gaps, security bottlenecks, and compliance risks. I
The Intelligent Edge: How AI Workflow Optimization Is Reshaping Business
Medium · AI 🤖 AI Agents & Automation ⚡ AI Lesson 1w ago
The Intelligent Edge: How AI Workflow Optimization Is Reshaping Business
A no-nonsense guide for the business-minded professional Continue reading on Medium »