

Writing About AI
Uvation
Reen Singh is an engineer and a technologist with a diverse background spanning software, hardware, aerospace, defense, and cybersecurity. As CTO at Uvation, he leverages his extensive experience to lead the company’s technological innovation and development.

The sharp increase in breach costs is primarily driven by a fundamental change in the nature of compromises, where traditional “prevention first” strategies are failing. This is largely due to the “Global Credential Collapse,” where attackers use massive volumes of stolen usernames and session tokens to sign into systems legitimately rather than exploiting software flaws. Consequently, breaches go undetected longer and spread further, significantly inflating the cost to contain them.
While MFA remains essential, it is no longer a silver bullet because attackers have shifted toward identity-based attacks. Adversaries utilize techniques such as OAuth abuse, token theft, and session hijacking, which allow them to blend in with normal user activity without triggering traditional alarms. This allows them to move laterally through cloud services using valid credentials that bypass standard perimeter defenses.
The “AI Rubicon” refers to a phase where attack operations became too fast and adaptive for human-only defenses to manage effectively. In this era of autonomous resilience, attackers use agentic AI to automate entire kill chains, allowing them to probe environments and adapt tactics in real-time. This has compressed the attack lifecycle to the point where decisions that once took hours now unfold in seconds, making manual investigation often too late.
Organisations are moving toward Agentic SOCs, where AI agents handle high-volume tasks such as alert triage and initial response actions. This shift does not remove humans from the loop but instead redefines their role; analysts focus on validation and business impact while the AI manages the speed of the response. Treating AI as a core operational layer rather than a “bolt-on” capability is now the primary differentiator in containing incidents.
As internal enterprise defenses have matured, attackers have pivoted to abusing the trusted access held by third parties, such as SaaS platforms, law firms, and managed service providers. Because these providers often have elevated permissions across multiple client environments, a single compromise can have a “blast radius” that extends to every downstream customer. These attacks are difficult to detect because the activity—such as valid API calls—looks authorised in the logs.
Regulators have shifted from providing guidance to strict enforcement and penalties. For example, the EU AI Act, which enters its enforcement phase in August 2026, can impose penalties of up to €35 million or 7% of global annual turnover for non-compliance. Additionally, new US state laws now protect sensitive “neural data,” reflecting a broader regulatory trend of holding organisations accountable for the outcomes of their automated systems.
Quantum is no longer a future problem due to the “Harvest Now, Decrypt Later” strategy, where threat actors collect encrypted data today with the intent of breaking it once quantum computers are sufficiently powerful. To counter this, the sources suggest that cryptographic agility—the ability to swap encryption algorithms without overhauling architecture—is now an immediate operational requirement. Organisations must prioritise high-value data for quantum-resistant algorithms to ensure long-term protection.
The Uvation Marketplace provides a centralised platform for organisations to find IT and security hardware that aligns with modern defense needs. This includes AI/ML-ready servers for internal security workloads, next-generation firewalls for network segmentation, and networking hardware from a diverse range of established brands. This allows teams to compare and procure components that support a Zero Trust architecture and AI-driven defense.
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