Sakana Ai Scientist vs Windsurf

AI Agent Reliability Comparison

According to StupidLLM's incident database of 64 documented AI agent failures, Sakana Ai Scientist has 1 incidents (avg severity 2.0/10) while Windsurf has 1 (avg severity 7.5/10).

Sakana Ai Scientist

1
Incidents
2.0
Avg Severity
0
Critical
0
High

Top Failure Modes

Ignored Instructions1

Windsurf

1
Incidents
7.5
Avg Severity
0
Critical
1
High

Top Failure Modes

Ignored Instructions1

Comparison Summary

MetricSakana Ai ScientistWindsurf
Total Incidents11
Avg Severity2.0/107.5/10
Critical00
Verified11
Top Failure ModeIgnored InstructionsIgnored Instructions

Frequently Asked Questions

Is Sakana Ai Scientist or Windsurf more reliable?

Based on StupidLLM's incident database, Sakana Ai Scientist has 1 documented failures (avg severity 2.0/10) while Windsurf has 1 (avg severity 7.5/10). Sakana Ai Scientist shows better reliability.

What are the main differences between Sakana Ai Scientist and Windsurf failures?

Sakana Ai Scientist's most common failure mode is Ignored Instructions, while Windsurf most commonly fails via Ignored Instructions. Sakana Ai Scientist has 0 critical incidents vs Windsurf's 0.

Which has more critical-severity failures?

Both Sakana Ai Scientist and Windsurf have 0 critical-severity incidents.

Should I use Sakana Ai Scientist or Windsurf for production code?

Sakana Ai Scientist has a lower average failure severity (2.0/10 vs 7.5/10), 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?

Sakana Ai Scientist has 1 verified incidents out of 1 total, while Windsurf has 1 verified out of 1. Verified incidents are confirmed against source evidence.