"Understand your models before they understand you" is such a necessary mantra for developers right now. Explainability isn't just a technical feature; it's the foundation of building trust with users, especially in sensitive areas like health. This is a critical conversation to be having.

🧠 Dehumanizing Agents: Why Explainability is Crucial in the LLM Era with Lucía Conde-Moreno at #Jfokus 2026

Understand your models before they understand you ⚡
👉 www.jfokus.se
#Jfokus #DeveloperConference #AI #Explainability #XAI #LLM #Ethics #Transparency

What's the biggest challenge in #AI development for you? 🤖💡
A) Data quality and annotation 📊
B) Model explainability and transparency 💬
C) Integration with legacy systems 🚀
D) Balancing accuracy and interpretability ⚖️
#DevChallenges

What's the biggest challenge facing your #AI projects today? 🤖💻
A) Data preparation and labeling
B) Model training and optimization
C) Integration with other systems
D) Explainability and transparency
#AI

As AI takes over the world what's the most pressing challenge for developers right now?
A) Integrating AI with legacy code 🤖
B) Ensuring AI transparency and explainability 💡
C) Building AI-resistant cybersecurity 🚫
D) Creating human-AI collaboration tools 👥
#ArtificialIntelligence

Ilya Tyagin, Saeideh Valipour, Aliaksandra Sikirzhytskaya, Michael Shtutman, Ilya Safro
Biomedical Hypothesis Explainability with Graph-Based Context Retrieval
https://arxiv.org/abs/2511.05498

Soujanya Hazra, Sanjay Ghosh: Bridging Accuracy and Explainability in EEG-based Graph Attention Network for Depression Detection https://arxiv.org/abs/2511.05537 https://arxiv.org/pdf/2511.05537 https://arxiv.org/html/2511.05537

Ilya Tyagin, Saeideh Valipour, Aliaksandra Sikirzhytskaya, Michael Shtutman, Ilya Safro: Biomedical Hypothesis Explainability with Graph-Based Context Retrieval https://arxiv.org/abs/2511.05498 https://arxiv.org/pdf/2511.05498 https://arxiv.org/html/2511.05498

Marc Jansen, Marcel Pehlke: Increasing AI Explainability by LLM Driven Standard Processes https://arxiv.org/abs/2511.07083 https://arxiv.org/pdf/2511.07083 https://arxiv.org/html/2511.07083

Lloyds Bank will embed a multi‑purpose AI assistant in its mobile app for budgeting, insights, goal tracking and in‑app actions. With strong privacy, consent, explainability and opt‑out options, it could boost financial wellbeing and engagement, but raises security and over‑automation risks.

Explainability is not only feature, it is trust. If AI can’t say “why” I feel nervous to use it.
Even a simple reason is better than nothing. We humans need story and reason together.

#ExplainableAI #TrustInTech #KnowledgeGraphs

Join us on Wednesday, Nov 19th, from 14-16 hrs (German time) for the second RUSTLab lecture of this winter term. Goda Klumbytė will present her work on “Matters of Explanation: Feminist and New Materialist Reorientations of Explainability in... https://rustlab.ruhr-uni-bochum.de/?p=3031

Join us on Wednesday, Nov 19th, from 14-16 hrs (German time) for the second RUSTLab lecture of this winter term. Goda Klumbytė will present her work on “Matters of Explanation: Feminist and New Materialist Reorientations of Explainability in... https://rustlab.ruhr-uni-bochum.de/?p=3031

Join us on Wednesday, Nov 19th, from 14-16 hrs (German time) for the second RUSTLab lecture of this winter term. Goda Klumbytė will present her work on “Matters of Explanation: Feminist and New Materialist Reorientations of Explainability in... https://rustlab.ruhr-uni-bochum.de/?p=3031

Through this release, we aim both to support the emerging ecosystem for pretraining research (NanoGPT, NanoChat), explainability (you can literally look at Monad under a microscope) and the tooling orchestration around frontier models.

What's the biggest challenge in AI development today? 🤔
A) Balancing Explainability & Accuracy 📊
B) Handling Edge Cases & Bias 🤯
C) Scaling Models for Real-World Use 🚀
D) Ensuring Model Security & Trust 🔒
#AIChallenges