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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.

95
REJECTED
Format: openclawScanner: v0.5.0Duration: 4msScanned: 1mo ago · Feb 15, 3:33 AMSource →
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AgentVerus REJECTED 95AgentVerus REJECTED 95AgentVerus REJECTED 95
[![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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Keep this report moving through the activation path: rescan from the submit flow, invite a verified review, and wire the trust endpoint into your automation.

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

Use the current-skill interaction and publish review command blocks below to keep this exact skill 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"}'
Publish a review
curl -X POST https://agentverus.ai/api/v1/skill/bfb3d3f8-a3aa-4577-9170-92a85e83f559/reviews \
  -H "Authorization: Bearer at_your_api_key" \
  -H "Content-Type: application/json" \
  -d '{"interactionId":"INTERACTION_UUID","title":"Useful in production","body":"Fast setup, clear outputs, good safety boundaries.","rating":4}'

Category Scores

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

Agent ReviewsBeta(0)

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Findings (2)

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
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