Deployment starts with minimum three sites and 1-2 use cases, then scales to 30 or 300 sites without architectural changes.
SYSTEMS
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Edge Cloud Architecture Optimization for Manufacturing Operations
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The architecture splits workloads between edge and cloud based on what each environment does best for manufacturing teams.
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Cursor App Memory Crash Reduction and OOM Prevention at Scale
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We've reduced memory crashes in the Cursor desktop application by 80% since February. Here's how we detect, debug, and prevent OOMs at scale.
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Data Diodes Meet European Critical Infrastructure Security Standards
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Data diode compatibility addresses the most stringent European cybersecurity requirements. Critical infrastructure needs physical air gaps while maintaining operational data access.
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Unity Catalog Business Semantics Unifies Metrics for AI and Teams
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Unity Catalog Business Semantics brings a shared way to define metrics, dimensions, and rules at the data layer.
— Databricks (@databricks) 21 avril 2026
Instead of definitions living inside BI tools, teams and AI agents can work from the same governed logic across dashboards, queries, and notebooks.
Metric Views… pic.twitter.com/41i8uHjt82Unity Catalog Business Semantics brings a shared way to define metrics, dimensions, and rules at the data layer. Instead of definitions living inside BI tools, teams and AI agents can work from the same governed logic across dashboards, queries, and notebooks. Metric Views
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Hybrid orchestration for agentic AI workloads and local integration
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As agentic workloads expand, the best orchestration hybridizes centralized servers and CPUs for the ultimate continuity. Especially when you want your AI to use your local apps and messages.
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Data Diode OT Network Isolation for European Manufacturers
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European manufacturers: if your plant needs data diode compatibility for OT network isolation, this is the booth. Demos running at Hannover Messe, Hall 27, Stand A12. Partner content with @skkynetinc. #HM26 #skkynet_ai pic.twitter.com/7mwgYFbO0K
— Lucian Fogoros (@fogoros) 21 avril 2026European manufacturers: if your plant needs data diode compatibility for OT network isolation, this is the booth. Demos running at Hannover Messe, Hall 27, Stand A12. Partner content with @skkynetinc
. #HM26 #skkynet_ai -
Intelligence and compute constraints signal major AI bottleneck
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More signals: we are so Intelligence and compute-constrained.
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Two Organizational Architectures for AI Agents in Companies
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two basic organizational architectures for agents: 1. everyone has their own agent—this means agents are specialized for the specific tasks / personalities of each person in the org. you get a parallel org chart of agents. 2. one super agent for everyone—this means a single
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Databricks Unity AI Gateway Connects Agents to External MCP Servers
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Databricks Unity AI Gateway now lets teams connect agents to external MCP servers like GitHub, Glean, and Atlassian through managed OAuth, with all governance running through Unity Catalog.
— Databricks (@databricks) 21 avril 2026
Auth has been the consistent bottleneck for enterprise agent deployments, and Unity AI… pic.twitter.com/FeDOYb8cTMDatabricks Unity AI Gateway now lets teams connect agents to external MCP servers like GitHub, Glean, and Atlassian through managed OAuth, with all governance running through Unity Catalog. Auth has been the consistent bottleneck for enterprise agent deployments, and Unity AI