Category: supply-chain
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A Generalizable MARL-LP Approach for Scheduling in Logistics
A Generalizable MARL-LP Approach for Scheduling in Logistics Part 1. Hybrid Solution for Dynamic Vehicle Routing — Context and Architecture The post A Generalizable MARL-LP Approach for Scheduling in Logistics appeared first on Towards Data Science. Alexander Levin Go to original source
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Can AI Solve Failures in Your Supply Chain?
Can AI Solve Failures in Your Supply Chain? When your warehouse and transportation teams blame each other for late deliveries, who’s right? We can ask an agent connected to the data settle the debate. The post Can AI Solve Failures in Your Supply Chain? appeared first on Towards Data Science. Samir Saci Go to original…
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The Hidden Opportunity in AI Workflow Automation with n8n for Low-Tech Companies
The Hidden Opportunity in AI Workflow Automation with n8n for Low-Tech Companies How to use n8n with multimodal AI and optimisation tools to help companies with low data maturity accelerate their digital transformation. The post The Hidden Opportunity in AI Workflow Automation with n8n for Low-Tech Companies appeared first on Towards Data Science. Samir Saci…
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Why Supply Chain is the Best Domain for Data Scientists in 2026 (And How to Learn It)
Why Supply Chain is the Best Domain for Data Scientists in 2026 (And How to Learn It) My take after 10 years in Supply Chain on why this can be an excellent playground for data scientists who want to see their skills valued. The post Why Supply Chain is the Best Domain for Data Scientists in…
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Build and Deploy Your First Supply Chain App in 20 Minutes
Build and Deploy Your First Supply Chain App in 20 Minutes A factory operator that discovered happiness by switching from notebook to streamlit – (Image Generated with GPT-5.1 by Samir Saci) The post Build and Deploy Your First Supply Chain App in 20 Minutes appeared first on Towards Data Science. Samir Saci Go to original…
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How I Use AI to Convince Companies to Adopt Sustainability
How I Use AI to Convince Companies to Adopt Sustainability Discover how Claude can act as a Supply Chain Sustainability Analyst and guide companies toward greener, more efficient inventory management. The post How I Use AI to Convince Companies to Adopt Sustainability appeared first on Towards Data Science. Samir Saci Go to original source
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AI Agents for Supply Chain Optimisation: Production Planning
AI Agents for Supply Chain Optimisation: Production Planning How to integrate an optimisation algorithm in a FastAPI microservice and connect it with an AI workflow to automate production planning. The post AI Agents for Supply Chain Optimisation: Production Planning appeared first on Towards Data Science. Samir Saci Go to original source
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How I Built Business-Automating Workflows with AI Agents
How I Built Business-Automating Workflows with AI Agents AI agents and automation are no longer just a trend — they are transforming how companies operate. In a previous article, I shared several case studies of AI Agents supporting the sustainability roadmaps of small, medium and large companies. AI Agents for Sustainability — (Image by Samir Saci) This is part of a…
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AI Agents for a More Sustainable World
AI Agents for a More Sustainable World As political support for sustainability weakens, the need for long-term sustainable practices has never been more critical. How can we use analytics, boosted by agentic AI, to support companies in their green transformation? For years, the focus of my blog was always on using Supply Chain Analytics methodologies…
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Create Your Supply Chain Analytics Portfolio to Land Your Dream Job
Create Your Supply Chain Analytics Portfolio to Land Your Dream Job Supply chains are under pressure like never before. From climate-driven disruptions to geopolitical shifts, businesses must adapt to rising costs, new trade barriers and growing sustainability demands. In this new world where supply chains face uncertainty, Supply Chain Analytics is essential to keep resilient operations. Samir, can…
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Automate Supply Chain Analytics Workflows with AI Agents using n8n
Automate Supply Chain Analytics Workflows with AI Agents using n8n Why build things the hard way when you can design them the smart way? As a Supply Chain Data Scientist, I’ve explored various frameworks like LangChain and LangGraph to build AI agents using Python. Leveraging LLMs with LangChain for Supply Chain Analytics — A Control Tower Powered by…
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Sustainable Business Strategy with Data Analytics
Sustainable Business Strategy with Data Analytics Use data analytics to help companies design and implement strategic sustainability roadmaps to reduce their environmental footprint. Sustainable Business Strategy with Analytics — (Image by Samir Saci) Consensus means that everyone agrees to say collectively what no one believes individually. This quote captures a critical issue many companies face during their strategic…