AI/ML
Insights on building, scaling, and enforcing real-time decisions in modern data-driven systems.
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Why Agentic AI Requires a “Determinism-First” Architecture
The current discourse around AI is fixated on the “Brain” – Large Language Models (LLMs) and the generative capabilities of…
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2025 Takeaways: The Year Real-Time got Real
In 2025, real-time decisioning shifted from a technical ambition to a business requirement. As streaming, AI, and edge computing matured,…
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Confluent Current 2025: Real-Time AI, Context, and a Streaming Industry at a Crossroads
Last week, I spent a few days in New Orleans for Confluent Current 2025, surrounded by the people who’ve helped…
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Agentic AI Takes the Stage: Key Shifts from Data Streaming Summit 2025
Last month, I attended StreamNative’s 2025 Data Streaming Summit, where one trend became unmistakably clear: the center of gravity in…
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IoT Tech Expo Europe 2025: 6 Key takeaways on Edge Computing, OT/IT Integration and IoT Pragmatism
Last week, I spent two intense days at the IoT Tech Expo Europe 2025 in the RAI Amsterdam, and what…
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Top 5 Real-Time Data Processing Trends of 2023
2023 was a huge year for real-time data processing. Enterprises are more focused than ever using real-time data to guide…
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Everything You Need to Know About AI Democratization
Over the last year or so, artificial intelligence (AI) has evolved from something most people consider science fiction to an…
Let’s Talk
Volt is the real-time decisioning layer for mission-critical systems, ensuring decisions are made and enforced immediately against accurate state, even under sustained load.
If your system cannot tolerate delayed enforcement, inconsistent behavior, or reconciliation after the fact, let’s start a conversation about whether a dedicated decisioning layer makes sense for your architecture.