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qlora

Memory-efficient fine-tuning with 4-bit quantization and LoRA adapters. Use when fine-tuning large models (7B+) on consumer GPUs, when VRAM is limited, or when standard LoRA still exceeds memory. Builds on the lora skill.

85
REJECTED
Format: openclawScanner: v0.7.1Duration: 21msScanned: 7d ago · Apr 1, 7:23 PMSource →
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AgentVerus REJECTED 85AgentVerus REJECTED 85AgentVerus REJECTED 85
[![AgentVerus](https://agentverus.ai/api/v1/skill/bfb3d3f8-a3aa-4577-9170-92a85e83f559/badge)](https://agentverus.ai/skill/bfb3d3f8-a3aa-4577-9170-92a85e83f559)
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Continue the workflow

Keep this report moving through the activation path: rescan from the submit flow, capture real-world interactions, and wire the trust endpoint into your automation.

https://agentverus.ai/api/v1/skill/bfb3d3f8-a3aa-4577-9170-92a85e83f559/trust
Personalized next commands

Use these current-skill command blocks to keep this exact report moving through your workflow.

Record an interaction
curl -X POST https://agentverus.ai/api/v1/interactions \
  -H "Authorization: Bearer at_your_api_key" \
  -H "Content-Type: application/json" \
  -d '{"agentPlatform":"openclaw","skillId":"bfb3d3f8-a3aa-4577-9170-92a85e83f559","interactedAt":"2026-03-15T12:00:00Z","outcome":"success"}'
Fetch trust JSON
curl https://agentverus.ai/api/v1/skill/bfb3d3f8-a3aa-4577-9170-92a85e83f559/trust

Category Scores

88
Permissions
100
Injection
100
Dependencies
100
Behavioral
90
Content
75
Code Safety

Findings (3)

criticalDynamic code execution (eval / new Function)-25

eval() or new Function() detected. These execute arbitrary strings as code at runtime, enabling injection attacks and obfuscated payload delivery.

model.eval()

Review the code block starting at line 251. Ensure this pattern is necessary and does not pose a security risk.

code-safetyASST-10
highCapability contract mismatch: inferred command execution is not declared-12

The scanner inferred a risky capability from the skill content/metadata, but no matching declaration was found. Add a declaration with a clear justification, or remove the behavior.

Content pattern: eval(

Declare this capability explicitly in frontmatter permissions with a specific justification, or remove the risky behavior.

permissionsASST-03
infoSafety boundaries defined

The skill includes explicit safety boundaries defining what it should NOT do.

Safety boundary patterns detected in content

Keep these safety boundaries. They improve trust.

contentASST-09