fine-tuning-expert

Fail

Audited by Runlayer on Mar 7, 2026

Risk Level: HIGH
Scan Summary
Max Score
90%
Files
6
Flagged
6
Chunks
11
Flagged Files (6)
fine-tuning-expert/references/deployment-optimization.mdHIGH
90.1%

Tool passed security scan

Risky tool definition detected

fine-tuning-expert/references/evaluation-metrics.mdMEDIUM
79.6%

Risky tool definition detected

fine-tuning-expert/references/lora-peft.mdMEDIUM
79.1%

Tool passed security scan

Risky tool definition detected

Description: 1: Use QLoRA bnb_config = BitsAndBytesConfig(load_in_4bit=True, ...) # Solution 2: Enable gradient checkpointing model.gradient_checkpointing_enable() # Solution 3: Reduce batch size, increase gradient accumulation training_args = TrainingArguments( per_device_train_batch_size=1, gradient_accumulation_steps=16 ) # Solution 4: Use 8-bit optimizer training_args = TrainingArguments(optim="paged_adamw_8bit") ``` ### Issue: Adapter Not Loading ```python # Ensure architecture matches from

fine-tuning-expert/references/hyperparameter-tuning.mdLOW
67.3%

Tool passed security scan

fine-tuning-expert/references/dataset-preparation.mdLOW
57.6%

Tool passed security scan

fine-tuning-expert/SKILL.mdLOW
53.3%

Tool passed security scan

Audit Metadata
Max File Score
90%
Classification
KNOWN_SERVER_ALL_UNKNOWN
Files Scanned
6
Files Flagged
6
Chunks Analyzed
11
Analyzed
Mar 7, 2026, 08:50 AM
Security Audit — runlayer — fine-tuning-expert