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The EU AI Act is often associated with large AI platforms, cloud models, or data-science companies. But the regulation reaches much further. Many embedded products already fall within its scope — sometimes without teams realizing it. If your device includes data-driven inference, predictive logic, or trained models, it may legally qualify as an AI system […]

Embedded systems were historically designed as isolated solutions that performed strictly defined functions inside a closed infrastructure. In the early days, the threat model was mostly limited to physical access and internal configuration mistakes. But as networking evolved and devices became connected to corporate networks and the wider internet, the risk landscape expanded dramatically. Remote […]

Organizations that treat AI agents as privileged digital identities, implement context-aware controls, and design for resilience will lead safely in the agentic era. Security must evolve as quickly as autonomy.

In the previous article, we examined AI through the lens of John Maynard Keynes and the history of technological change. If we accept that automation does not eliminate work entirely but transforms its nature, a new business question emerges: What happens when technology evolves faster than new markets and roles can form?

 The EU Cyber Resilience Act applies broadly to products with digital elements sold in the European market. But “broadly” does not mean “uniformly.” Obligations vary by product type, business model, and where you sit in the supply chain. 

Almost a century ago, John Maynard Keynes predicted that technological progress would eventually solve humanity’s problem of scarcity. Instead of working to survive, future generations, he believed, would work to fulfill themselves.

Commerce is entering a phase where software not just assists the buyer but can act on their behalf. This has become possible with AI shopping agents that are transforming the process of product discovery, comparison, and purchasing.

Most SaaS companies do not fail compliance because they lack awareness. They fail because security, delivery, and reporting are fragmented.  The EU Cyber Resilience Act introduces formal reporting timelines. By September 11, 2026, organizations must report actively exploited vulnerabilities and severe incidents within 24 and 72 hours respectively.

Artificial intelligence is no longer just about smart models answering single questions. In modern enterprises, AI is expected to plan, decide, act, and adapt. It must do this across many systems, teams, and channels. That expectation has pushed AI beyond the limits of the single-agent model. Multi-agent LLM orchestration is the answer. It allows many […]