XTraw AI: Machine Learning and AI Applications

What happens when AI moves from customer support automation to true customer intelligence?
In this Season 19 kickoff episode of XTrawAI, Raghu Banda speaks with Italo Belandria, Head of Customer – Americas at Ringover, about how AI is reshaping customer operations, omnichannel communication, and customer success.
How AI is helping customer teams become more proactive and data-driven
Why automation still needs empathy and the human touch
How Ringover is bringing communication, insights, and performance visibility together
You can reach @ Italo Belandria
My LinkedIn @ Raghu Banda
Our Website @ XTraw AI

As AI agents become more autonomous, are we rethinking where their data lives and who controls it?
In the Season 18 finale of XTraw AI, Raghu Banda sits down with Murphy Jo, Chief Growth Officer at StorX Network, to explore the intersection of AI, cybersecurity, decentralized infrastructure, and digital autonomy.
Key highlights:
• Why AI is driving new conversations around data security and ownership
• How decentralized storage and DePIN networks are challenging traditional cloud models
• What the future may look like as AI agents, trust, and infrastructure converge
Tune in for an insightful discussion on the next generation of AI-ready infrastructure.
Happy predicting the future with AI technologies, and stay XTraw!
You can reach @ StorX
My LinkedIn @ Raghu Banda
Our Website @ XTraw AI

In this May 2026 AI news roundup, we move beyond the headlines and look at the bigger shift happening across the AI world: agents are becoming real, enterprises are learning how to manage them, and trust is becoming the gatekeeper for scale.
This episode explores how AI is moving from simple chatbots to governed, enterprise-ready agents that can work across business processes.
AI agents are entering real workflows: from voice agents and coding assistants to tax, legal, customer service, and advisory use cases.
Enterprises now need an agent control plane: with governance, identity, permissions, audit trails, and lifecycle management.
Trust is becoming the adoption gate: as safety, observability, evals, and accountability become critical for scaling AI responsibly.
The big question for this episode:
Are we still talking about better AI models, or are we now entering the era of managed AI workers?
You can reach @ Sesh @ Lukas @ Manjeet @ Raghu

Are enterprises defending against tomorrow’s AI threats — or yesterday’s security model?
In this XTraw AI episode, Raghu Banda sits down with Shayak Mazumdar, Founder of Adya, to unpack what the next wave of frontier AI models really means for enterprise security, agentic AI, and governance.
Why the real AI security risk is not sci-fi panic, but machine-speed discovery of hidden vulnerabilities across legacy systems, open-source dependencies, and enterprise stacks
How adversarial AI agents, deterministic verification, and runtime governance can help enterprises move beyond quarterly audits and human-speed defense models
What Adya is building around enterprise agentic AI, Adaptive Governance Protocols, and Super Agent AI infrastructure for a world where AI systems both attack and defend
You can reach @ Shayak MazumdarMy LinkedIn @ Raghu Banda
Our Website @ XTraw AI

What happens when the systems running the enterprise start thinking, healing, and optimizing themselves?
In this episode of XTraw AI, Raghu Banda sits down with John Willis — one of the pioneers of the DevOps movement — to explore how AI is transforming modern engineering, operational intelligence, and enterprise infrastructure. From the evolution of DevOps to the rise of AI-driven operational systems, this conversation dives into the future of intelligent enterprises and what leaders must rethink before autonomy scales across the enterprise stack. In this episode:
How DevOps evolved into platform engineering, observability, and AI-driven operations
Why enterprises still struggle with operational complexity despite massive cloud and automation investments
What AI means for the future of engineering teams, reliability, system governance, and intelligent infrastructure
You can reach @ John Willis
John's book @ Rebels of Reason
My LinkedIn @ Raghu Banda
Our Website @ XTraw AI