Category: Artificial Intelligence
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How helloparts automated PDF order intake with Claude
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With Claude, helloparts: At GoTeams, the AI delivery practice of GoGroup GmbH, we build production AI features for our partners. helloparts, the intelligent purchasing platform operated by GoParts Technology GmbH, lets automotive parts professionals order across brands from their preferred suppliers. They came to GoTeams with a problem hiding in plain sight: a share of…
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MCP Code Execution vs. Direct Tool Calling: How AI Agents Should Actually Use MCP
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TL;DR: Letting AI agents write and execute code instead of making direct MCP tool calls reduces token usage by up to 77% with no drop in task success rate. Anthropic, Cloudflare, and the open-source community are all converging on this pattern independently. Why AI agents should write code instead of calling tools – and how…
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The Comfort Zone Cycle: Why Corporates (and Countries) Keep Missing the Bet
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55% of European companies have integrated AI into at least two business processes — in the US, it’s 81% (EIB Investment Survey, 2025). German employees spend 1.7% of their working hours actively using AI. American employees spend 5.2%, more than three times as much (IZA@LISER Network, 2026). German companies put 29% of their investment into…
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Your AI Roadmap Is All Defense, No Offense
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The average company is running 21 AI projects at once, according to a Rackspace Technology survey from mid-2025. MIT’s Project NANDA found, in the same year, that 95% of generative AI pilots produce zero measurable P&L impact. Put those two numbers together and the conclusion isn’t that AI doesn’t work — it’s that almost all…
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Is AI a New Business Model? Or Just a New Layer on Old Ones?
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Germany founded 3,053 new startups in the first half of 2026, more than in all of 2024 and 52% more than the second half of 2025, according to the Startup-Verband and startupdetector’s Next Generation Report. A third of them, 1,038 companies, describe themselves as AI businesses. Read one way, that number is proof Europe is…
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From Claude to Browser, Live: How to Stream AI Estimates in Real Time
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There is a very specific kind of frustration that comes from staring at a loading spinner. You have submitted something. The page is doing something. You are not sure what. You do not know if it is 10% done or 90% done. You do not know if it crashed. You are just sitting there, watching…
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Driving Claude Code in Production: A Practical Playbook
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Most engineers pick up Claude Code and use it like a faster autocomplete. Bugs get fixed. PRs get out. It works fine. The actual leverage does not show up until you change how you are using it, and that change is mostly about habits, not prompts. The teams getting outsized results are not running a…
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How TrustSpace cut ISMS audit report drafting from 4 hours to 20 minutes with Claude
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At GoTeams, the AI delivery practice of GoGroup GmbH, we build production AI features for our partners. TrustSpace, which helps companies achieve and manage compliance with ISO 27001, TISAX®, and NIS-2 by combining an ISMS platform with expert consulting, came to us with a problem that gets worse as you grow: one core part of…
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What Is an AI-Orchestrated Engineering Team? The 2026 Definition
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Most software teams struggle to find the right balance when incorporating AI. They are either ignoring it and burning weeks on tasks an LLM could finish in an afternoon, or they are over-trusting it, shipping AI-generated code into production without the judgment to catch what the model got wrong. Both extremes cost money. Both leave…
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Building an AI Agent That Lives Inside WhatsApp – For Shopkeepers Who Never Needed a CRM
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A lot of small shopkeepers in Tier 2 cities in India are not particularly tech-savvy. Modern CRMs and inventory tools are built around an assumption that does not always hold for them – that the user is comfortable navigating dashboards, menus, multi-step forms, and English-first interfaces. Most of the business owners I have spoken to…