Amit Giloni

Choosing the Right Agentic AI Framework: A Developer’s Guide to Building Autonomous AI Systems
Amit Giloni

Abstract

Agentic AI is reshaping AI-driven automation, enabling systems to plan, reason, and act autonomously. With an expanding ecosystem of open-source frameworks, developers face the challenge of selecting the most suitable option for their needs. This talk provides an in-depth comparative analysis of 14 leading Agentic AI frameworks, evaluating them based on generality, integrability, usability, and target audience suitability. We explore key trade-offs, from modularity vs. plug-and-play simplicity to LLM-agnostic flexibility and workflow architecture adaptability. By the end of this session, attendees will gain practical insights into the strengths and limitations of each framework, empowering them to make informed decisions when developing next-generation autonomous AI solutions.

Bio

Amit Giloni is a principal researcher at Fujitsu Research of Europe, where she is part of the GenAI trust team. She is also pursuing a PhD in the Department of Software and Information Systems Engineering at Ben-Gurion University, under the supervision of Professors Asaf Shabtai and Yuval Elovici. Her research spans multiple areas of machine learning, including classical ML, deep learning, generative AI, and agentic AI. She focuses on key challenges in trustworthy AI, such as bias and fairness, explainability, adversarial machine learning, robustness to abnormalities, and confidentiality breaches.

Agenda

8:45 Reception
9:30 Opening remarks by WiDS TLV ambassadors
9:45 Dr. Mor Geva , Tel Aviv University: “MRI for Large Language Models: Mechanistic Interpretability from Neurons to Attention Heads”
10:15 Panel: “Pioneering Progress: a strategic look at the GenAI revolution and the new role of data scientists“
Shani Gershtein, Melingo
Mirit Elyada Bar, Intuit
Dr. Asi Messica, Lightricks
Moderated by Nitzan Gado, Intuit
10:45 Poster pitches
10:55 Break
11:10 Lightning talks session
12:30 Lunch & poster session
13:30 Roundtable session & poster session
14:30 Roundtable closing
14:40 Shunit Agmon, Technion: “Bridging the Gender Gap in Clinical AI: Temporal Adaptation with TeDi-BERT”
15:00 Shaked Naor Hoffmann, Apartment List: “Building Generative AI Agents for Production: Turning Ideas into Real-World Applications”
15:20 Closing remarks
15:30 The end