The real bottleneck isn’t models. It’s unstructured data. I saw a side-by-side demo that made this obvious: → Raw data environment
• lower accuracy
• higher risk
• inefficient outputs → Metadata-enriched environment
• better decisions
• faster results
• measurable
DATA
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Data Quality and Metadata: The Real AI Bottleneck
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Speed Over Governance: AI’s Hidden Risk Foundation
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The biggest misconception? Speed = progress. In reality: → Teams are innovating faster than they can govern
→ Outputs are inconsistent and hard to trust
→ Risk is increasing quietly in the background Without a solid data foundation, AI lacks context. And without context, -
Scaling AI Without Control Creates Business Value Gap
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Everyone thinks they’re scaling AI. Most are just scaling chaos. What I’m seeing, including in conversations with @collibra
, is a dangerous illusion → faster experimentation
→ more pilots
→ zero control The gap between AI ambition and actual business value is widening. -
European Commission Launches Virtual Worlds Observatory Reports
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Commission launches the Virtual Worlds Observatory final reports and an Interactive Data Explorer | Shaping Europe’s digital future https://
digital-strategy.ec.europa.eu/en/news/commis
sion-launches-virtual-worlds-observatory-final-reports-and-interactive-data-explorer
…
#digitaleu #innovation #technology #data #observatory @digitaleu @ArturHabant @elaniazito @BetaMoroney @AkwyZ @enilev -
Data Leaks from Software Bugs Cannot Be Reversed
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That's true: a bug that leaks your data can't be wound back using backups
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AI Agent Incidents: Backup Recovery Strategy for Production Systems
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Backups fix that too. If the agent spent six hours rewriting your production logic good backups will let you roll back those six hours, of both data changes AND code changes
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Algorithmic Foundations of Robust Private Statistics and ML
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This award is in recognition of our work "algorithmic foundations of robust and private statistics and machine learning". You can read more about my personal perspective on some of this in my survey article that was just published in IEEE BITS Magazine 5/7
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Poor Data Foundations Undermine AI Success
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How poor #Data foundations can undermine #AI success
by Joanne Carew @CIOonline Learn more: https://
bit.ly/4cGbKSG #MachineLearning #ArtificialIntelligence #DeepLearning #ML -
Swedish Public Data Transparency and Digital Privacy Concerns
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People worries about finger prints…. I’m swedish: SSN is public Tax is public Income is public Home address is public Phone is public Landownership is public Marriage status is public Birthday is public Private Company Info is…. Public I travel, so prints in 20+
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Prescriptive AI Transforms Industrial Maintenance with Closed Loop Systems
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Predictive maintenance tells you a bearing will fail in 14 days. Prescriptive AI tells the operator what to do about it, explains why, and tracks whether the action was taken and whether it worked. That closed loop is where the industry is heading.
#infinite_iiot