Multiple Llms vs Sakana Ai Scientist
AI Agent Reliability Comparison
According to StupidLLM's incident database of 64 documented AI agent failures, Multiple Llms has 3 incidents (avg severity 3.8/10) while Sakana Ai Scientist has 1 (avg severity 2.0/10). Here's how these two AI coding agents compare on reliability, failure modes, and real-world risk.
Multiple Llms
Top Failure Modes
Worst Incident
STUPID-2026-0033 6.4/10Sakana Ai Scientist
Top Failure Modes
Worst Incident
STUPID-2026-0040 2/10Comparison Summary
| Metric | Multiple Llms | Sakana Ai Scientist |
|---|---|---|
| Total Incidents | 3 | 1 |
| Avg Severity | 3.8/10 | 2.0/10 |
| Critical Incidents | 0 | 0 |
| Top Failure Mode | Hallucination | Ignored Instructions |
Frequently Asked Questions
Is Multiple Llms or Sakana Ai Scientist more reliable?
Based on StupidLLM's incident database, Multiple Llms has 3 documented failures (avg severity 3.8/10) while Sakana Ai Scientist has 1 (avg severity 2.0/10). Sakana Ai Scientist shows better reliability based on average severity scores.
What are the main differences between Multiple Llms and Sakana Ai Scientist failures?
Multiple Llms's most common failure mode is hallucination, while Sakana Ai Scientist most commonly fails via ignored instructions. Multiple Llms has 0 critical incidents vs Sakana Ai Scientist's 0.
Which has more critical-severity failures?
Both Multiple Llms and Sakana Ai Scientist have 0 critical-severity incidents — the most dangerous category of AI agent failure.
What is the most dangerous failure mode for Multiple Llms?
Multiple Llms's most frequent failure mode is hallucination — its worst documented incident (STUPID-2026-0033) was rated 6.4/10 severity. Understanding these failure patterns helps teams decide whether Multiple Llms is safe for their specific use case.
What is the most dangerous failure mode for Sakana Ai Scientist?
Sakana Ai Scientist's most frequent failure mode is ignored instructions — its worst documented incident (STUPID-2026-0040) was rated 2/10 severity. Understanding these failure patterns helps teams decide whether Sakana Ai Scientist is safe for their specific use case.
Should I use Multiple Llms or Sakana Ai Scientist for production code?
Based on StupidLLM's reliability data, Sakana Ai Scientist has a lower average failure severity (2.0/10 vs 3.8/10), making it the statistically safer choice for production environments. However, both agents have documented critical incidents — no AI coding agent is risk-free.
How many verified incidents does each agent have?
Multiple Llms has 3 verified incidents out of 3 total, while Sakana Ai Scientist has 1 verified out of 1. Verified incidents are confirmed against source evidence (GitHub PRs, bug reports, news articles), making them the most reliable data points in StupidLLM's database.
How does Multiple Llms compare to other AI agents?
StupidLLM tracks 27 AI coding agents. Multiple Llms has 3 documented failures — placing it among the more reliable agents tracked. See the full comparison matrix for context against all tracked agents.
How does Sakana Ai Scientist compare to other AI agents?
StupidLLM tracks 27 AI coding agents. Sakana Ai Scientist has 1 documented failures — placing it among the more reliable agents tracked. See the full comparison matrix for context against all tracked agents.