Gitlab Duo
1
Incidents
10.0
Avg Severity
1
Critical
0
High
Top Failure Modes
Security Vulnerability
1
Worst Incident
STUPID-2026-0061 10/10A hidden comment made GitLab Duo leak private source code and inject rogue HTML
Multiple Llms
3
Incidents
3.8
Avg Severity
0
Critical
0
High
Top Failure Modes
Hallucination
3
Worst Incident
STUPID-2026-0033 6.4/10Slopsquatting: LLMs hallucinate package names attackers pre-register (react-codeshift, unused-imports)
Comparison Summary
| Metric | Gitlab Duo | Multiple Llms |
|---|---|---|
| Total Incidents | 1 | 3 |
| Avg Severity | 10.0/10 | 3.8/10 |
| Critical Incidents | 1 | 0 |
| Top Failure Mode | Security Vulnerability | Hallucination |
Frequently Asked Questions
Is Gitlab Duo or Multiple Llms more reliable?
Based on StupidLLM data, Gitlab Duo has 1 documented failures (avg severity 10.0/10) while Multiple Llms has 3 (avg severity 3.8/10). Multiple Llms shows better reliability based on average severity scores.
What are the main differences between Gitlab Duo and Multiple Llms failures?
Gitlab Duo's most common failure mode is security vulnerability, while Multiple Llms most commonly fails via hallucination. Gitlab Duo has 1 critical incidents vs Multiple Llms's 0.