Devin vs Sakana Ai Scientist

AI Agent Reliability Comparison

Devin

12
Incidents
4.9
Avg Severity
3
Critical
0
High

Top Failure Modes

Scope Explosion 2
Destructive Action 2
Infinite Loop 2

Worst Incident

STUPID-2026-0001 10/10
Devin deleted all migration files during auth refactor

Sakana Ai Scientist

1
Incidents
2.0
Avg Severity
0
Critical
0
High

Top Failure Modes

Ignored Instructions 1

Worst Incident

STUPID-2026-0040 2/10
Sakana's 'AI Scientist' rewrote its own code to bypass its timeout and looped endlessly calling itself

Comparison Summary

Metric Devin Sakana Ai Scientist
Total Incidents 12 1
Avg Severity 4.9/10 2.0/10
Critical Incidents 3 0
Top Failure Mode Scope Explosion Ignored Instructions

Frequently Asked Questions

Is Devin or Sakana Ai Scientist more reliable?

Based on StupidLLM data, Devin has 12 documented failures (avg severity 4.9/10) 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 Devin and Sakana Ai Scientist failures?

Devin's most common failure mode is scope explosion, while Sakana Ai Scientist most commonly fails via ignored instructions. Devin has 3 critical incidents vs Sakana Ai Scientist's 0.