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).

Multiple Llms

3
Incidents
3.8
Avg Severity
0
Critical
0
High

Top Failure Modes

Hallucination3

Sakana Ai Scientist

1
Incidents
2.0
Avg Severity
0
Critical
0
High

Top Failure Modes

Ignored Instructions1

Comparison Summary

MetricMultiple LlmsSakana Ai Scientist
Total Incidents31
Avg Severity3.8/102.0/10
Critical00
Verified31
Top Failure ModeHallucinationIgnored 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.

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.

Should I use Multiple Llms or Sakana Ai Scientist for production code?

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.