Caveat verdict

deepspeed-finetune

88
🟢 Trusted
No high-risk patterns surfaced by the deep scan — automated capability review, not behavioral proof.

LLM fine-tuning skill using DeepSpeed on local or SSH-accessible remote GPUs; executionSinkDetected reflects the sshpass remote training command which is documented and legitimate for the stated distributed training purpose.

⚠ Flagged for review — coarse, uncorroborated signal, not a confirmed exploit. Review the config yourself before installing.

Automated static analysis — not a human review. Caveat flags capabilities, not confirmed intent, and can produce false positives. Disagree with this verdict? Use Dispute below.

0
security
100
transparency
90
maintenance

Findings (11)

Pattern match high

Uses exec() — may execute shell commands

references/remote_training.md · code · exec(

Pattern match high

Recursive delete from root or home — destructive command

references/troubleshooting.md · prose · downgraded · rm -rf ~

Pattern match medium

References sudo — requests elevated privileges

SKILL.md · prose · downgraded · sudo

Pattern match medium

apt-get install — installs system packages

SKILL.md · prose · downgraded · apt-get install

Pattern match medium

References SSH/GPG private keys

scripts/remote_train.py · prose · downgraded · SSH_KEY

Pattern match medium

Accesses .ssh directory

scripts/remote_train.py · prose · downgraded · .ssh/

Pattern match medium

subprocess execution — runs system commands from Python

scripts/remote_train.py · prose · downgraded · subprocess.run(

Pattern match medium

yum install — installs system packages

scripts/remote_train.py · prose · downgraded · yum install

Pattern match low

Popular HTTP library — network access

scripts/remote_train.py · prose · downgraded · got

Pattern match low

Python os.environ.get — reads environment variable

scripts/remote_train.py · prose · downgraded · os.environ.get(

Pattern match low

Sets world-executable permissions

scripts/remote_train.py · prose · downgraded · chmod 700

Why the tier is capped

Execution sink present in raw bytes (Hard Floor: class D). Final tier capped at Caution — cannot be lifted by any downgrade, example-payload opt-in, or allowlist.

Permissions & capabilities

Requires 3 system binaries.

Is this flag fair?

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