Scalable AI and token reduction with data curation. With Rick Fulwiler, NETSCOUT

Scalable AI and token reduction with data curation. With Rick Fulwiler, NETSCOUT

AI promises higher efficiency, more automation and greater user experience. Yet it may also fail to scale or to deliver, or require more resources than it saves. How to get the good sides of AI and protect network operations from its challenges?

In this Sparring Partners, I talked with Rick Fulwiler, Senior Director Product Management at NETSCOUT, about how to make AI efficient through token reduction and how this is done primarily by curating the data to make sure the AI models and agents don’t get sidetracked or tempted to hallucinate.

Data curation is not just about selecting accurate data. It is about figuring out which data sources, and at what granularity, are relevant to the user's intent. In a way, this is an art steeped in human expertise, but it has to recognize that the data is used by AI rather than humans.

These are some of the highlights of our conversation:

  • Why AI struggles with traditional network KPIs
  • Packet data versus alarms and dashboards
  • Data curation reduces cost and improves accuracy
  • AI agents need governance and transparency

More from NETSCOUT

More on Senza Fili at https://senzafili.com

Sign up for the mailing list at https://senzafili.com/senza-fili-mailing-list/ to receive invitations to Sparring Partners events and updates on what we do.

Denne episoden er hentet fra en åpen RSS-feed og er ikke publisert av Podme. Den kan derfor inneholde annonser.

Episoder(117)

Who is afraid of data centers? With Mike O’Rielly, MPORielly

Who is afraid of data centers? With Mike O’Rielly, MPORielly

Nobody wants data centers near where they live: they use too much power, they bring few jobs, and they are tied to an AI that many people do not understand and fear. Yet we will use AI, and we need da...

10 Okt 36min

Does everybody need fiber? Rural broadband in the US. With Claude Aiken, Nextlink Internet

Does everybody need fiber? Rural broadband in the US. With Claude Aiken, Nextlink Internet

For years, the assumption in the US – and not just in the US – was that broadband means fiber, and anything else is second class. In rural areas, that assumption is running into two hard limits: the c...

4 Okt 31min

Open-sourcing Open RAN. With Arpit Joshipura, The Linux Foundation

Open-sourcing Open RAN. With Arpit Joshipura, The Linux Foundation

Does Open RAN need further opening? Can open-source facilitate and accelerate the adoption of Open RAN? Yes and yes. The OCUDU project was established on these premises to address common challenges th...

26 Sep 32min

Private networks as a strategic investment. With Maria Lema at Weaver Labs

Private networks as a strategic investment. With Maria Lema at Weaver Labs

Private networks sound such a good idea. There is a clear need for venues and enterprises to have better on-premises connectivity to support their operations and services. They can augment much-needed...

18 Sep 35min

Rethinking in-person events in the age of AI and human slop. With Keith Dyer, The Mobile Network

Rethinking in-person events in the age of AI and human slop. With Keith Dyer, The Mobile Network

I don’t think I am the only one annoyed by the homogenization of content, driven by a combination of social media, reduced attention spans, AI and human slop, and strict PR and corporate messaging pol...

14 Sep 34min

Does physical AI need private networks? With Gianluca Verin at Apeiroon

Does physical AI need private networks? With Gianluca Verin at Apeiroon

Physical AI can impress us with an outstanding performance that rivals or surpasses human capabilities in a few tasks. Over time, AI-driven robots, drones and other devices will expand the range of ta...

4 Sep 35min

Ambition to innovate: Deep tech in Europe and the UK. With Rupert Baines, serial entrepreneur

Ambition to innovate: Deep tech in Europe and the UK. With Rupert Baines, serial entrepreneur

Innovation in Europe (including the UK) is routinely presented as suffering from all sorts of limitations, with funding and excessive regulation as the top culprits. Yes, things could be much better, ...

30 Aug 34min

Can we make 6G (and 5G) globally affordable? With Mike Short at UK Telecoms Lab and AWTG

Can we make 6G (and 5G) globally affordable? With Mike Short at UK Telecoms Lab and AWTG

6G has to be affordable and resilient, not just for the most advanced, high-GDP markets, but globally. This requires meeting a wide range of requirements, supporting the coexistence of multiple techno...

23 Aug 36min

Populært innen Teknologi

teknisk-sett
energi-og-klima
nasjonal-sikkerhetsmyndighet-nsm
lydartikler-fra-aftenposten
shifter
rss-ai-forklart
rss-kunstig-intelligens-med-elisabeth-maren-og-morten
tomprat-med-gunnar-tjomlid
rss-alt-vi-kan
smart-forklart
pedagogisk-intelligens
elektropodden
fornybaren
rss-bak-skyen
kortslutning
rss-alt-som-gar-pa-strom
teknologimagasinet-aftenposten
rss-ki-til-kaffen
rss-teknologioptimistene-en-podkast-om-teknologi-og-mennesker
rss-bouvet-bobler