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automation

712 items

ARTICLEDEV.to AI·4/10/2026

My Best Co-Worker Runs on a Cron Tab

O autor descreve como a IA Claude, combinada com cron jobs e scripts Python personalizados, atua como um 'colega de trabalho' indispensável. Ela automatiza tarefas complexas como gerenciar comunicações, corrigir erros de build e sincronizar Trello, demonstrando uma solução de IA poderosa e personalizada sem custos de produtos.

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RESEARCHarXiv CS.LG·15d ago

LLM-AutoSciLab: Closed-Loop Scientific Discovery via Active Experimentation with LLMs

LLM-AutoSciLab proposes a closed-loop framework for scientific discovery, moving beyond static inference by actively coupling hypothesis generation with experiment selection and mechanism refinement. It iteratively suggests plausible hypotheses, selects informative experiments to distinguish or refine them, and updates its state using the resulting evidence.

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ARTICLEDEV.to AI·4/16/2026

13 AI Agents From One Terminal: How the Atlas Stack Actually Works

The content describes a custom, hierarchical AI agent system called Atlas Pantheon, managing 13 agents from a single terminal without complex orchestration frameworks. It details a three-tiered structure with a CEO agent, four "God" agents for distinct domains, and eight "Hero" agents for pure execution, all powered by Claude Code, tmux, and a shared markdown file.

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ARTICLEDEV.to AI·7d ago

flowise-vs-n8n-vs-langgraph-2026

This article compares Flowise, n8n, and LangGraph, three tools for building local AI workflows, emphasizing their distinct functionalities despite superficial similarities. Flowise offers a visual canvas for LangChain agents, n8n integrates AI into a general automation platform, and LangGraph provides a Python-first library for robust agents.

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