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The first step wasn’t AI magic. It was identifying repetition. They realized 80% of backend work is boilerplate: REST endpoints, auth, environment setup, integrations. So they automated that first. Lesson one: automate what repeats. Every line you write twice should be a
AUTOMATION
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Automating Repetition: The First Step to Backend Efficiency
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Deep Agents Weekly Roundup: Resources for Complex Task Automation
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🚀 Deep Agents: The Weekly Roundup 🚀 Dive into our new resources to help you build Deep Agents capable of handling complex, long-running tasks. ✏️ Context engineering is key to reliable agents. Deep agents need detailed context and prompts, and filesystems can help manage that context. We wrote up some strategies for using filesystems to improve agent reliability. Read the blog: blog.langchain.com/how-agent… 🤷♀️ What are Deep Agents? – We break down the key things to know when you’re building an agent to handle more complex tasks. Watch the video: piped.video/watch?v=IVts6ztr… ⚽ Using Skills with Deep Agents CLI – Agent skills are now available in the Deep Agents CLI, enabling you to use the large and growing collection of public skills with your agents. Watch the video: piped.video/Yl_mdp2IiW4/?utm_me… & blog: blog.langchain.com/using-ski… 📚 LangChain Academy Course – If you’re not sure how to get started, our free LangChain Academy course covers the four features that set Deep Agents apart: planning, file systems, sub-agents, and prompting. By the end, you'll design, implement, and deploy your own. Enroll now: academy.langchain.com/course…
→ View original post on X — @marcusborba, 2025-11-28 18:49 UTC
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Edmunds Mind: AI-native multi-agent ecosystem delivers 95% analytic accuracy
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Edmunds Mind is an AI-native, multi-agent ecosystem built on Databricks. By unifying data and automating expert workflows, @edmunds has moved from static dashboards to real-time, intelligent automation. See how specialized agents like DataDave now deliver 95% analytic accuracy,
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10 Critical Leadership Skills for the AI Era in 2026
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10 Critical Skills Every Leader Must Master in 2026 The AI era demands more than traditional leadership. From managing agentic workflows to ethical decision-making and lifelong learning — these ten skills will define the leaders of 2026. Read more
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AI Accelerates Manufacturing Decisions and Quality Improvements
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From one audience question to expert advice on speeding decisions and improving quality with AI—here’s what manufacturers need to know → https://
buff.ly/SV2yiEq #sponsored #archsystems_iiot @archsys_io @ZF_Group @CESMII_SM @IIoT_World via @fogoros -

IIoT World Manufacturing Supply Chain Day Registration Open
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The registration is open now for the IIoT World Manufacturing & Supply Chain Day, Dec 10-11.
Register free by Dec 3: https://
buff.ly/xWehpzJ #sponsored #IIoTWorldDay #SmartManufacturing #Industry40 @IIoT_World @lucianilie15 via @fogoros -

Gemini 3.0 vs ChatGPT-5.1 vs Claude 4.5 Comparison
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Gemini 3.0 Pro vs ChatGPT-5.1 Thinking vs Claude 4.5 Opus I tested all these powerful LLMs using critical prompts. The results shocked me. (Demos + prompts)
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NatWest Transforms Colleague Experience with Workday AI
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At #WDAYRisingEMEA in Barcelona, I spoke with the @NatWestGroup team to explore how they are transforming colleague experience with Workday and AI. #WorkdayPartner #Sponsored NatWest is a 300-year-old bank with 19 million customers, and it is reshaping the future of work by
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Military Innovation: Robots, Cyber, and Space Warfare Strategy
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Un service militaire volontaire ? Pourquoi pas. Cependant, à l'heure où les futurs théâtres d'opérations se déplacent vers l'espace, les abysses et le cyber, et alors que la Chine prépare des armées de robots soldats, l'erreur serait de nous enfermer dans un modèle d'armée du… pic.twitter.com/zNeKHBR3Os
— Rafik Smati (@RafikSmati) 28 novembre 2025Un service militaire volontaire ? Pourquoi pas. Cependant, à l'heure où les futurs théâtres d'opérations se déplacent vers l'espace, les abysses et le cyber, et alors que la Chine prépare des armées de robots soldats, l'erreur serait de nous enfermer dans un modèle d'armée du
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Manufacturing 2026: AI Agents Drive Human-Machine Collaboration
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The 6 Defining Manufacturing Trends Of 2026 #Manufacturing transforms from Industry 4.0 fascination to practical human-machine collaboration in 2026, with #AIagents autonomously managing factory operations while generative design moves from #prototype to #production. The