The clearest analogy is self-service BI. We democratized data.
We sped up access.
But we also created endless KPI debates. Why? → Different teams used different definitions
→ Different reports showed different numbers
→ Humans could still stop, argue, and align AI agents
@ronald_vanloon
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AI Agents Data Alignment The Self-Service BI Paradox
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Context as Operating Model for AI Systems
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That is why “context” is not a soft concept. It is the operating model of the business, made usable for AI. In practice, that means: → What does this metric actually mean?
→ When should this rule apply?
→ Why does this policy exist?
→ What is this decision trying to -
Enterprise AI Fails Without Business Context, Not Weak Models
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Most enterprise AI does not fail because the model is weak.
— Ronald van Loon (@Ronald_vanLoon) 28 avril 2026
It fails because the business context is missing.
That is the real bottleneck, and it gets worse as companies move from one copilot to hundreds of autonomous agents.
I unpacked this with Teresa Rojas & Tom Dejonghe… pic.twitter.com/CX39TQn4SiMost enterprise AI does not fail because the model is weak. It fails because the business context is missing. That is the real bottleneck, and it gets worse as companies move from one copilot to hundreds of autonomous agents. I unpacked this with Teresa Rojas & Tom Dejonghe
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PADBOT S5 Outdoor Patrol Robot Showcases Advanced Robotics Innovation
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Cybertruck Vibes, #Robot Brains: PADBOT S5 Hits Outdoor Patrol
— Ronald van Loon (@Ronald_vanLoon) 28 avril 2026
by @Robo_Tuo#Robotics #Engineering #ArtificialIntelligence #Innovation #Technology pic.twitter.com/2RRp5Ft8UmCybertruck Vibes, #Robot Brains: PADBOT S5 Hits Outdoor Patrol
by @Robo_Tuo #Robotics #Engineering #ArtificialIntelligence #Innovation #Technology -
D1 MAX All-Terrain Robot Advances Robotics Innovation
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Meet D1 MAX — The All-Terrain #Robot That Won’t Stop
— Ronald van Loon (@Ronald_vanLoon) 28 avril 2026
by @XRoboHub#Robotics #Innovation #EmergingTech #Technology #Tech pic.twitter.com/e35M9Gz5mgMeet D1 MAX — The All-Terrain #Robot That Won’t Stop
by @XRoboHub #Robotics #Innovation #EmergingTech #Technology #Tech -
The Data Science Mountain: Climbing the Big Data Peak
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The #DataScience Mountain
by @Python_Dv #BigData #DataScientist -
TITA Autonomous Terrain-Assessing Robot by Direct Drive Tech
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TITA: An #Autonomous Terrain-Assessing #Robot by Direct Drive #Tech
— Ronald van Loon (@Ronald_vanLoon) 28 avril 2026
by @DirectDriveTech#Robotics #Engineering #Innovation #Technology pic.twitter.com/cI7gJ1FINNTITA: An #Autonomous Terrain-Assessing #Robot by Direct Drive #Tech
by @DirectDriveTech #Robotics #Engineering #Innovation #Technology -
Master Agentic AI in 2025-2026: 50 Essential Steps
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50 Steps to Master #AgenticAI in 2025 – 2026
by @Python_Dv #GenerativeAI #ArtificialIntelligence #MI #MachineLearning -
Farming Enters Autonomous Era: Agricultural Automation Innovation
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From Barns to Bots: Farming Enters the #Autonomous Era
— Ronald van Loon (@Ronald_vanLoon) 28 avril 2026
by @Fabriziobustama#TechForGood #Innovation #Tech #Technology pic.twitter.com/WCBD8JkmkqFrom Barns to Bots: Farming Enters the #Autonomous Era
by @Fabriziobustama #TechForGood #Innovation #Tech #Technology -
5 Pillars of Modern AI You Must Master
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The 5 Pillars of Modern #AI You Must Master
by @Khulood_Almani #LLM #AgenticAI #GenerativeAI #AIAgents