Model Verification and Validation: How to build trust in digital twins and virtual components through robust V&V processes?

Scenario-Based Testing at Scale: How to create, manage, and execute vast libraries of test scenarios—including edge and fail-safe cases—across the AV lifecycle?

ODD Coverage and Definition: How to define, test, and prove safe AV operation across diverse and evolving Operational Design Domains?

Test Case and Requirement Management: How to scale traceable testing from requirements to final validation while managing complexity?

SIL, HIL, and VIL Integration: How to leverage mixed-reality environments to validate AV software, hardware, and systems end-to-end?

Simulation Credibility: How to ensure simulation results are valid, traceable, and reflective of real-world behavior for safety-critical AV decisions?

Safety Argumentation and Risk-Based Validation: How to quantify safety, identify critical scenarios, and support safety cases with simulation-backed evidence?

AI-Driven Test Generation: How to use AI and auto-sampling techniques to generate meaningful, high-coverage scenarios—including rare and risky conditions?

Sensor and Perception Validation: How to ensure robust, redundant perception performance across sensor types and environmental conditions?

Simulation Data Infrastructure: How to architect a data pipeline that supports scalable scenario generation, test execution, and result analytics?

Real-to-Virtual Consistency: How to validate that simulation environments and measurements accurately replicate physical test outcomes?

Lifecycle Traceability and Change Impact: How to maintain traceability across system evolution, updates, and continuous integration workflows?

Continuous Validation and OTA Updates: How to validate over-the-air updates through automated CI/CD pipelines without compromising safety or compliance?

Final Product Acceptance Testing (FPAT): How to validate the complete AV system across simulation and physical domains to ensure market readiness?

Homologation and Regulatory Alignment: How to validate, document, and certify AV systems for global regulatory compliance?