Cameron Witkowski on AI Visibility, Source Intelligence, and What the Agentic Web Still Needs

Cameron Witkowski spent his early career on the research side of AI, with an applied scientist internship on the Fundamental AI Research team at AWS AI Labs, two research stints in Caltech’s Thomson Lab that produced co-authored papers, and engineering experience at Intel. Today, as Co-Founder and Chief Engineering Officer of OpenLens, he works on […]

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Why majority of companies are not yet AI-ready

Data readiness defines AI readiness Despite unprecedented investment in enterprise AI, successful deployment remains far more limited than the headlines suggest. Many organisations have adopted AI tools, yet relatively few have integrated them into business-critical processes at scale. The reason is becoming increasingly clear: AI cannot outperform the quality of the data on which it […]

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Miky Bayankin on the Physical Infrastructure Powering the AI Boom

AI may feel instantaneous to the end user, but every prompt depends on a complex physical and technical infrastructure stack operating behind the scenes. Power, cooling, networking, GPU clusters, facility design, hardware deployment, and orchestration software all have to work together reliably before a model can deliver a response. Miky Bayankin has spent more than […]

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Inside the Free Platform Helping Clinical Programmers Navigate a Decade of Data Standard Change

Every drug approval rests on data, and that data has to arrive at regulators in a precise, standardized form. The professionals who do this work, clinical statistical programmers, operate largely out of public view. Their standards shift constantly. FDA requirements evolve, CDISC publishes new implementation guides, and formats dating back to the 1980s are finally […]

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5 Best Next-Generation Firewalls for Enterprises in 2026

Enterprise networks no longer have one clearly defined perimeter. Applications, users, data centers, branch offices, cloud workloads and operational technology environments all need protection, but they are often secured by products introduced at different times and managed through separate policies. That fragmentation is pushing enterprises toward hybrid mesh firewall platforms, which bring physical, virtual, cloud […]

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Inside the Architectural Decisions That Let Enterprise Platforms Scale Past 10,000 Tenants

Enterprise network platforms rarely collapse from a single bad decision. They erode gradually as data volumes grow, tenants multiply, and early architectural shortcuts harden into constraints that take years to unwind. Sreedath Manjapatta Pazhiyotmana has watched that process from close range across more than 19 years of building distributed systems, real-time data pipelines, and network […]

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From Go-Live to Full Productivity: The 100-Day Window That Determines ERP Success

A new ERP system’s rollout is frequently viewed as its completion. Teams celebrate the successful go-live, executives breathe a sigh of relief, and project teams move on to the next priority. Go-live is actually only the start. Whether an ERP project creates long-term business value or turns into another costly system that employees find difficult […]

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