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Training Data Testing Skill — measured AI agent skill | DecimalAI

a5c-ai/training-data-testing

SkillScore55Maintained

Validate ML training datasets for quality, bias, completeness, label consistency, and distribution coverage.

by a5c-ai

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

AI Engineer pack

decimalai skills pull a5c-ai-training-data-testing

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/a5c-ai-training-data-testing/SKILL.md

Raw file: /s/a5c-ai-training-data-testing/SKILL.md ↗ · machine-readable summary at /s/a5c-ai-training-data-testing.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 9d ago

Yes — +9% lift-19% tokens0% turns55% of whole cases pass with skill (12/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-06	✗→✓	▲ Improved	-45%	0%
case-12	✗→✓	▲ Improved	-24%	0%
case-04	✓→✓	＝ Same ✓	-23%	0%
case-05	✓→✓	＝ Same ✓	-33%	0%
case-11	✓→✓	＝ Same ✓	-22%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 7/31/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

a5c-ai / babysitter

library/specializations/data-science-ml/skills/training-data-testing/SKILL.md

View on GitHub ↗

License MITImported 7/31/2026Version v1

Skill contents

SKILL.md

Training Data Testing Skill

> Stub — implementation pending.

Want to see if a5c-ai/training-data-testing would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.