Comparison Overview
Calty Design Research, Inc. (a Toyota company)

Calty Design Research, Inc. (a Toyota company)
2810 Jamboree Road, Newport Beach, 92660, US
Last Update: 03/04/2026
Calty Design Research, Inc. is a subsidiary of Toyota Motor Corporation and Toyota’s North America design studio providing innovative concept and production design solutions for Toyota and Lexus vehicles. Calty’s primary goal is to research market trends and create inno...

Marelli
2 Chome-1917 Nisshincho, Kita Ward, Saitama City, 331-0823, JP
Last Update: 15/09/2026
Marelli is a global, independent technology partner to the automotive industry, with a strong and established track record in innovation and manufacturing excellence. As mobility is evolving fast and global trends drive unprecedented innovation, we leverage our expertis...
Compliance Ranges Comparison

Calty Design Research, Inc. (a Toyota company)







Marelli






Benchmark & Cyber Underwriting Signals
Incidents vs Motor Vehicle Manufacturing Industry Avg (This Year)
No incidents recorded for Calty Design Research, Inc. (a Toyota company) in 2026.
Incidents vs Motor Vehicle Manufacturing Industry Avg (This Year)
No incidents recorded for Marelli in 2026.
Incident History - Calty Design Research, Inc. (a Toyota company) (X = Date, Y = Severity)
Calty Design Research, Inc. (a Toyota company) cyber incidents detection timeline including parent company and subsidiaries.
Incident History - Marelli (X = Date, Y = Severity)
Marelli cyber incidents detection timeline including parent company and subsidiaries.
Notable Incidents

Calty Design Research, Inc. (a Toyota company)

Marelli
FAQ
Latest Global CVEs
A security flaw has been discovered in THU-MIG yoloe up to 40cd606cabdbe2b566d6f14a6b162c89206e9a1b. This affects the function eval of the file ultralytics/nn/autobackend.py of the component AutoBackend Model Loading. The manipulation of the argument imgsz/names/kpt_shape results in improper neutralization of directives in dynamically evaluated code. The attack requires a local approach. The exploit has been released to the public and may be used for attacks. This product does not use versioning. This is why information about affected and unaffected releases are unavailable. The project was informed of the problem early through an issue report but has not responded yet.
Coder before 2.34.7 contains an IP spoofing vulnerability in the ExtractRealIPAddress middleware that trusts the leftmost, client-supplied X-Forwarded-For value instead of the client IP appended by a reverse proxy. Attackers can send forged X-Forwarded-For values through appending proxies to bypass per-IP rate limits on login, one-time passcode, and password validation endpoints, enabling brute-force attacks, and to falsify IP addresses recorded in audit logs.
Coder before 2.29.17, 2.30.0 before 2.32.7, 2.33.0 before 2.33.8, and 2.34.0 before 2.34.2 contains a user enumeration vulnerability because userpassword.Compare() substitutes a placeholder hash derived from the string "hunter2" when a stored password hash is empty. Unauthenticated attackers can submit logins with the password "hunter2" and distinguish HTTP 403 from 401 responses to enumerate valid accounts and reveal the authentication provider of SSO-only users.
Coder before 2.29.17, 2.30.0 before 2.32.7, 2.33.0 before 2.33.8, and 2.34.0 before 2.34.2 contains a stored HTML injection vulnerability because the ApplicationName and LogoURL appearance settings are rendered into HTML output without sufficient escaping. Attackers with the Owner role can store HTML markup in these settings that renders in the Coder dashboard and in SMTP notification emails sent to other deployment users.
Coder from 2.0.0 before 2.34.8 contains an open redirect vulnerability in handleAPIKeySmuggling that allows attackers to redirect users externally via unsanitized r.URL.Path values. Attackers can craft links on trusted workspace app subdomains with paths beginning with double slashes, which become scheme-relative redirects to attacker sites for phishing.