Part 2 — Automotive Software Security: Beyond Compliance, Toward Proof

Follow-up to Part 1: Translating regulation into runtime evidence. If you haven't read that yet, visit here.

written by
Mahesh Babu
published on
November 12, 2025
topic
Compliance

From Checklists to Context

Regulations define what must exist.

Runtime intelligence proves whether it actually works.

Kodem’s research focuses on bridging that divide.

The Compliance Baseline

The next stage of maturity is runtime validation of each control.

Runtime Evidence as Compliance Currency

Kodem research across production fleets shows that most teams cannot differentiate between potential vulnerabilities and executed ones.

Using eBPF-based observability and memory correlation, runtime telemetry can demonstrate:

  • Which vulnerable functions actually executed
  • Which ECUs invoked unsafe calls
  • Whether an update introduced exploitable behavior
  • The mean remediation time from detection to deployment

Runtime data converts compliance from static documentation into verifiable proof.

Control Mapping, Revisited

From Secure Development to Executed Securely

Evidence-based security requires three data layers:

  1. Static and Reachability Analysis – identifies exposed code paths
  2. Runtime Analysis – confirms execution in production
  3. Exploit Intelligence – maps observed behavior to adversary TTPs

Together they form a continuous validation loop for automotive software integrity.

Readiness Benchmarks for 2025

  • TARA coverage for every ECU and connected service
  • 100 % of updates cryptographically signed and telemetry-verified
  • Vulnerabilities tracked until runtime confirmation of remediation
  • Supplier modules continuously monitored within the CSMS boundary
  • Unified evidence trail spanning safety and security systems

Research Directions

Current Kodem research focuses on:

  • Efficient kernel-level sensors for embedded automotive OSs
  • Cross-ECU exploit-chain reconstruction and memory forensics
  • Automated compliance evidence pipelines aligned to R155 audits

SUMS adversarial simulation frameworks for OTA security testing

Conclusion

Regulation established the baseline.

Runtime proof defines leadership.

Kodem continues to investigate how runtime telemetry and exploit intelligence can provide measurable assurance that vehicle software executes securely.

References

  • European Commission. (2024). Cyber Resilience Act: Product cybersecurity requirements for digital elements.
  • International Organization for Standardization. (2021). ISO/SAE 21434: Road vehicles – Cybersecurity engineering.
  • International Organization for Standardization. (2023). ISO 24089: Road vehicles – Software update engineering.
  • National Highway Traffic Safety Administration. (2022). Cybersecurity best practices for the safety of modern vehicles (Report DOT HS 813 417).
  • United Nations Economic Commission for Europe. (2021). UN Regulation No. 155: Cybersecurity and cybersecurity management system requirements.
  • United Nations Economic Commission for Europe. (2021). UN Regulation No. 156: Software update processes and management systems.
  • Verband der Automobilindustrie (VDA). (2023). Trusted Information Security Assessment Exchange (TISAX) Assessment Levels Guide.
  • Kodem Research Team. (2025). Runtime intelligence and exploit-chain validation in connected automotive systems.

Blog written by

Mahesh Babu

Head of Marketing

More blogs

View all

Keep Risk Out of Main: When Security Policies Actually Help Development

November 13, 2025

Part 1 — Automotive Software Security Readiness: A Researcher’s Field Guide

Are You Ready for UN R155? The Real Work Behind Automotive Software Security Compliance

November 12, 2025

From Reachability to Reality: Proving Vulnerable Code was Executed & Exploited in Production

Memory analysis plays a critical role in turning kernel-level signals into function-level proof of execution. See which vulnerable functions actually run in your environment, cut noise and prioritize risk that exists (and is exploitable) in your running application.

November 4, 2025

A Primer on Runtime Intelligence

See how Kodem's cutting-edge sensor technology revolutionizes application monitoring at the kernel level.

5.1k
Applications covered
1.1m
False positives eliminated
4.8k
Triage hours reduced

Platform Overview Video

Watch our short platform overview video to see how Kodem discovers real security risks in your code at runtime.

5.1k
Applications covered
1.1m
False positives eliminated
4.8k
Triage hours reduced

The State of the Application Security Workflow

This report aims to equip readers with actionable insights that can help future-proof their security programs. Kodem, the publisher of this report, purpose built a platform that bridges these gaps by unifying shift-left strategies with runtime monitoring and protection.

Get real-time insights across the full stack…code, containers, OS, and memory

Watch how Kodem’s runtime security platform detects and blocks attacks before they cause damage. No guesswork. Just precise, automated protection.

Stay up-to-date on Audit Nexus

A curated resource for the many updates to cybersecurity and AI risk regulations, frameworks, and standards.