Formerly known as Wikibon

Freshworks Refresh 2026: Building the Foundation for AI-Driven Service Operations

Refresh 26

At Refresh 2026 at Hudson Yards in New York City, Freshworks used its mainstage keynotes to outline a broader vision for how enterprise service management is evolving in the AI era. Kicked off by CEO Dennis Woodside, the event focused on how AI, unified operations, and modern service architectures are converging to reshape IT and […]

Dell Tech World 2026: Dell Extends Cyber Resilience Into the AI Trust Layer

Dell Tech World 2026: Dell Extends Cyber Resilience Into the AI Trust Layer

Dell Technologies World (DTW) 2026 positioned data protection and cyber resilience as foundational control layers for enterprise AI. This is part of a broader market conversation that ties cyber recovery capabilities to resilience, AI governance, data integrity, and operational trust, in a world where enterprise AI systems are only as reliable as the data pipelines, […]

Verizon’s 2026 DBIR and the Gap Between Risk and Response

Verizon’s 2026 DBIR and the Gap Between Risk and Response

Verizon’s 2026 Data Breach Investigations Report (DBIR) arrives alongside industry discussion about Anthropic’s Mythos and the broader implications of AI-accelerated vulnerability discovery. Much of that conversation has focused on whether frontier AI models will dramatically expand offensive cyber capabilities. The bigger threat, however, is the burden this will place on IT and security teams that […]

From AIOps to AgentOps: Why Unified Operational Intelligence Is Becoming the Next Enterprise Imperative

Enterprise IT operations are entering a new phase as organizations move beyond traditional observability and AIOps platforms toward more autonomous, agent-driven operational intelligence. While early AIOps initiatives focused primarily on correlating alerts, surfacing anomalies, and improving visibility through dashboards, the next wave of operational AI is centered on action, orchestration, and decision-making across increasingly complex […]

Next Gen of AI Agents That Know, Contextualize, and Remember

Cover page for the Next Gen AI Agents that know, contextualize, and remember research paper.

The chatbot era is ending. Discover the four-act architectural progression—from simple linguistic fluency to domain-specific enterprise cognition —required to build next-gen AI agents that move beyond coherent conversation toward accountable, compounding digital labor. Meet the architecture that will unleash the “golden age” of digital labor.

Special breaking analysis: Veeam’s bet on data + ai trust – expanding from recovery into the trust layer

Veeam is trying to pull off a major transition at the right AI wave moment. The company started as the practical backup and recovery standard-bearer in the VMware era, broadened into physical, cloud, SaaS and Kubernetes protection, then leaned into ransomware resilience with immutable backups, malware detection and SLA-backed recovery. Now it’s making its biggest bet yet, using the Securiti acquisition to push up the stack and create a new category in what Anand Eswaran is calling “Data + AI Trust,” built on five pillars: security, governance, compliance, privacy and resilience.

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