Edition 03Gen AI x Business From Idea to Impact
- Date
- Friday, September 19, 2025
- Time
- 09:30 - 13:00 CEST
- Venue
- Online
- Language
- Italian
- Admission
- Free
Talks On My Machine on generative AI in companies: testing agent-based applications, inference on Kubernetes, chunking for RAG and AI in design.
The event.
New models and tools come out every week, yet in companies many generative AI projects stay experiments. In this edition of Talks On My Machine we talked about taking them to production.
We covered:
- Semantic search: how splitting documents into chunks decides the relevance of RAG answers
- AI inference on Kubernetes: deploying and scaling models in production, on-premise and in the cloud
- AI in the designer’s work: how AI tools change the design process
- A critical view: open source AI, reliability, uncertainty and testing of agent-based applications
The program.
Four talks and audience questions, from 9:30 to 13:00.
- 9:30–9:45
Introduction
Brian Atzori
Opening and welcome
- 9:45–10:30
Software, Uncertainty, and Generative AI: Toward New Development Practices
Enrico Zimuel
Generative AI as a support tool and as a software system component. Advantages, limits, reliability, and testing of agent-based applications.
- 10:30–11:15
Deploy, Scale, Serve: Managing AI Inference Engines on Kubernetes
Daniele Monti & Andrea Panisson
State of the art of AI model deployment on Kubernetes with kubernetes-sigs/lws and vLLM. On-premise and cloud implementation for regulatory compliance.
- 11:15–12:00
Smart Chunks, Better Search
Roberto Peruzzo
Chunking as a critical element for RAG. Tools (PyPDFParser, MarkItDown, Unstructured.io, Marker) and strategies (fixed size, semantic, sliding window).
- 12:00–12:45
AI as Strategic Co-pilot: Toward a New Augmented Design
Davide Salvadori
Generative AI as a co-pilot for designers. New processes, automation, and optimization of design decisions.
- 12:45–12:55
Q&A and Closing
SparkFabrik
Questions and answers with speakers
Speakers.
Who spoke at the event.
- Talk
Enrico ZimuelGuest Speaker, University of Turin & Elastic
Software, Uncertainty, and Generative AI: Toward New Development Practices
Talk detailsClose
Machine Learning Adjunct Professor and Tech Lead

- Talk
Daniele Monti & Andrea PanissonCloud-Native Engineers, SparkFabrik
Deploy, Scale, Serve: Managing AI Inference Engines on Kubernetes

- Talk
Roberto PeruzzoSoftware Developer, SparkFabrik
Smart Chunks, Better Search

- Talk
Davide SalvadoriHead of Design & UI Designer, SparkFabrik
AI as Strategic Co-pilot: Toward a New Augmented Design

Brian AtzoriEvent MC, SparkFabrik

Watch the replay.
The full recording on YouTube.
The editions.
The series of online events where we share what we learn on projects, told by the people who work on them every day.
Edition 01
Supply Chain Security
July 16, 2024
Replay
Edition 02
Drupal: Driving Digital Experiences
November 21, 2024
Replay
Edition 03
Gen AI x Business
September 19, 2025
Replay
Edition 04
Drupal x Business
February 13, 2026
Replay
Edition 05
AI Native Engineering
November 13, 2026
Registration open
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