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skill

train-sentence-transformers High risk

practicalswanpracticalswan/agent-skillsupdated

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Train or fine-tune sentence-transformers models across `SentenceTransformer` (bi-encoder, dense or static embedding model for retrieval, similarity, clustering, classification, paraphrase mining, dedup, multimodal), `CrossEncoder` (reranker, pair scoring for two-stage retrieval / pair classification), `SparseEncoder` (SPLADE, sparse embedding model for learned-sparse retrieval), and `MultiVectorEncoder` (ColBERT / late-interaction, per-token embeddings scored with MaxSim). Covers loss selection, hard-negative mining, evaluators, distillation, LoRA, Matryoshka, and Hugging Face Hub…
practicalswan's own description, from the skill's files.
ProductivityAI & agentsskill
Stars
23
Version
v1
Copies
0
OverviewSecurity7Versions1

Overview

blockHigh risk

Waxell rates it high risk: 7 findings, highest severity critical.

Highest severity
critical
Findings
7
What ran
Static analysis

A clean result means nothing alarming in what is published, not a guarantee. How the checks work

We don't republish the skill's instructions. Read them on GitHub at the reviewed commit.

Security

Security scan

Checked 2 days ago

Result

High risk Waxell rates it high risk: 7 findings, highest severity critical.

Checked with static analysis: servers it launches, packages it installs at runtime, scripts piped to a shell and bundled binaries. Nothing was run. How the checks work

Findings (7)

critical · 1

  • critical

    Tells Claude to download a script and pipe it to a shell

    references/hf_jobs_execution.md:9 · skill_risk:S1

high · 6

  • high

    Tells Claude to install unpinned packages (trackio)

    SKILL.md:107 · skill_risk:S2

  • high

    Tells Claude to install unpinned packages (duckdb)

    references/base_model_selection.md:79 · skill_risk:S2

  • high

    Tells Claude to install unpinned packages (wandb)

    references/training_args.md:192 · skill_risk:S2

  • high

    Tells Claude to install unpinned packages (optuna)

    references/training_args.md:251 · skill_risk:S2

  • high

    Tells Claude to install unpinned packages (trackio)

    references/troubleshooting.md:90 · skill_risk:S2

  • high

    Tells Claude to install unpinned packages (bitsandbytes)

    scripts/train_sentence_transformer_with_lora_example.py:70 · skill_risk:S2

Versions

Version history

Each distinct content we have seen, newest first, with the verdict it got at the time.

One version so far: v1 (2.0), seen 2026-11-03.

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SOC 2 Type II attested · ISO/IEC 27001:2022 certified · HIPAA with a BAA · aligned to the EU AI Act and NIST AI RMF

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