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Local LLMs are everywhere right now — but the excitement usually outruns the actual numbers. This meetup is a working session on running models on your own hardware: what it really costs, where it earns its keep, and where the cloud still wins outright.

Expect a real terminology breakdown (what those cryptic quant names actually mean), a case study from a production local-inference setup, and the sharper argument nobody puts on a slide: why a stuck agent loop running unsupervised overnight can cost hundreds or thousands of dollars on a frontier API while barely moving your electricity meter locally.

Whether you're already deep into local inference or just want to know if it's worth the hardware, come ask hard questions and compare notes with people working through the same tradeoffs.

Agenda

  • The Local LLM Dilemma - A Heretic’s Guide to Local Inference (90 mins, en) - Athanasios Zografos.

We'll also have live streaming for those who won't be able to join in-person. The link will be posted a few minutes before the event starts.

🎁 During our meetup we will have separate raffles for the participants to win:

  • 4 JetBrains licenses
  • 2 DevStaff T-Shirts

Pizzas, beers and... socialising!
At the end of the meetup we will have the opportunity to discuss and socialise with some pizzas and beers! 🍕 🍺

Sponsors
As a final note - big thanks to our sponsors!

  1. Science and Technology Park of Crete (Step-C) (venue)
  2. JetBrains (licenses)
  3. Fairlo (Gold Sponsor, t-shirts sponsor)
  4. Epignosis (Gold Sponsor)

Sponsors keep the meetup free to attend, accessible and provide us with snacks and drinks that keep people around for discussions.
More information about our sponsorships and expenses can be found on DevStaff's Open Collective page.
Thank you! 👏 👏 👏

Join Us:
Slack Group: DevStaff Slack

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Github: https://github.com/devstaff-crete/DevStaff-Heraklion

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