Agentic AI & GenAIConference50min
Can an LLM understand your car? Real telemetry and predictive insights
The talk presents an LLM-based pipeline that analyzes Porsche telemetry to identify health decline, warnings, critical sensors, performance patterns, and maintenance needs. It uses the LLM to explain anomalies and driving behavior, making complex car data easier to understand and act on without replacing expert inspection.
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Soumaya ErradiAtlantis
Modern cars produce far more data than what appears on the dashboard: sensor readings, diagnostic codes, pressure changes, temperature values, service intervals, and component health trends.
In this talk, we’ll explore how to turn telemetry collected from different real Porsche sports cars into clear, useful insights using a structured LLM-based analysis pipeline. We’ll detect measurable signals such as declining health, warning states, critical sensors, performance patterns, and upcoming maintenance needs. Then we’ll use an LLM as an explanation layer to summarize driving behavior, anomalies, and maintenance signals.
The goal is not to let the LLM control the car or replace expert inspection, but to make complex telemetry easier to understand, explain, and act on.
In this talk, we’ll explore how to turn telemetry collected from different real Porsche sports cars into clear, useful insights using a structured LLM-based analysis pipeline. We’ll detect measurable signals such as declining health, warning states, critical sensors, performance patterns, and upcoming maintenance needs. Then we’ll use an LLM as an explanation layer to summarize driving behavior, anomalies, and maintenance signals.
The goal is not to let the LLM control the car or replace expert inspection, but to make complex telemetry easier to understand, explain, and act on.
Soumaya Erradi
I'm an experienced web developer and passionate IT trainer specializing in frontend development and enterprise applications built with Angular. I regularly speak at tech conferences and organize workshops, sharing advanced Angular techniques, smart contract integration strategies, and best practices for building decentralized applications. My mission is to empower developers by exploring cutting-edge technologies and providing practical solutions for real-world challenges.