Ralph Mode - Autonomous Development Loops

• Outcome: Pass
• Latest audit: May 28, 2026, 4:36 AM
• Version:
  1.2.0

Overview

Ralph Mode is a transparent autonomous coding workflow that can edit and commit project files, but its behavior is disclosed and aligned with its purpose.

Install this only when you want an agent to run a bounded autonomous coding loop. Use a feature branch or sandbox, set max iteration and timeout limits, keep confirmation checkpoints enabled, and review generated plans, progress files, diffs, and commits before pushing or deploying.

SkillSpector

By NVIDIA

Vulnerability Patterns

• Memory Poisoning: Persistent Context Injection, Context Window Stuffing, Memory Manipulation
• Rogue Agent: Self-Modification, Session Persistence
• Trigger Abuse: Overly Broad Trigger, Shadow Command Trigger, Keyword Baiting Trigger
• Prompt Injection: Instruction Override, Hidden Instructions, Exfiltration Commands
• Data Exfiltration: External Transmission, Env Variable Harvesting, File System Enumeration

Findings (3)

Vague Triggers

Medium

• Confidence: 93% confidence
• Finding: Because this is a markdown file, vague-trigger review applies. The 'Use Ralph Mode when' list relies on broad phrases like 'building features,' 'working on complex projects,' and 'prefer autonomous loops,' without clear boundaries, exclusions, or concrete trigger phrases, which could cause the skill to be invoked for many ordinary coding tasks.

Memory Manipulation

High

• Category: Memory Poisoning

Content

|--------------|-------------|------------|
| No progress logging | Parent agent cannot determine status | Mandatory PROGRESS.md |
| Silent failure | Work lost, time wasted | Explicit error logging |
| Overlapping sessions | File conflicts, corrupt state | Check/cleanup before spawn |
| Path assumptions | Wrong directory, wrong files | Explicit verification |
| No completion signal | Parent waits indefinitely | Clear COMPLETE status |
| Infinite iteration | Resource waste, no progress | Time limits + blockers |

• Confidence: 90% confidence
• Finding: corrupt state

Self-Modification

High

• Category: Rogue Agent

Content

If cron reports same status repeatedly:
1. Check PROGRESS.md was updated by sub-agent
2. If not updated → sub-agent skipped documentation step
3. Update skill: Add "MANDATORY PROGRESS.md update" to prompt
4. Manual fix: Update PROGRESS.md to reflect actual state

## Summary

• Confidence: 85% confidence
• Finding: Update skill

VirusTotal

65/65 vendors flagged this skill as clean.