As autonomous systems become increasingly complex, the industry must validate their behaviors with determinism while scaling software development across large teams. This presentation explores two complementary solutions to these challenges: Apex.OS for V&V enables deterministic, high-fidelity recording and fixed-order replay of real-world and simulated data across distributed ECUs. It supports synchronized, reproducible testing integrated with simulators and diagnostics tools – making it ideal for scalable, standards-compliant validation of L2–L5 autonomous systems. Apex.Alan is a scalable software infrastructure solution that unifies fragmented toolchains and automates end-to-end development workflows. It brings structure to variant management, CI/CD and testing, while embedding traceability, compliance and quality controls directly into the development process – empowering large teams to move fast without compromising safety or rigor.

• How deterministic data replay and fixed-order execution enable reproducible validation of complex autonomous behaviors across simulation and real-world scenarios
• How integrated, infrastructure-aware development environments improve traceability, variant management and developer efficiency at scale
• How combining runtime observability with automated CI/CD pipelines creates a continuous, verifiable workflow from algorithm development to deployment in safety-critical systems