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ISO/IEC 42001 AI Management System Guidance for GenAI Java Engineering · jabrena | DecimalAI

legalby jabrena

ISO/IEC 42001 AI Management System Guidance for GenAI Java Engineering

jabrena/813-regulations-iso-42001

Source jabrena/plinth ↗License Apache-2.0

Use when reviewing, designing, or modifying Java enterprise systems that use GenAI, LLMs, AI-assisted coding, RAG, AI agents, generated code, generated dependencies, prompt workflows, external model providers, or AI-enabled business logic and need ISO/IEC 42001 AI management system-aware engineering guidance. Part of Plinth Toolkit

SkillScore91Maintained

Automatic

AI Engineer pack

Last verified 8/20/2026

What it changes

Passed 19 of 21 test cases with the skill, and 13 of 21 without it.

Without skill64%

With skill91%

Checks it passed that the model alone missed

Requires recording prompt flow configurations and approved model routes as reviewable evidence.
Identifies customer data exposure as a confidentiality risk requiring privacy and security owner sign-off.
Requires documenting training dataset provenance, data rights, and owner approval before model deployment.

and 4 more in the full report

7 fixed13 passed either way1 still failing1 broke

Pass-rate lift: +27 pp
Tokens: +100%
Agent turns: 0%
Response time: +8%

Model gemini-3.6-flashMeasured 8/20/2026v120 of 22 cases passed with skill · 21 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/jabrena-813-regulations-iso-42001/SKILL.md https://app.decimal.ai/s/jabrena-813-regulations-iso-42001/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add jabrena-813-regulations-iso-42001, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/jabrena-813-regulations-iso-42001/ and pins it in .decimal/skills.lock

decimalai skills add jabrena-813-regulations-iso-42001

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/jabrena-813-regulations-iso-42001/SKILL.md https://app.decimal.ai/s/jabrena-813-regulations-iso-42001/SKILL.md

Raw file: /s/jabrena-813-regulations-iso-42001/SKILL.md ↗ · machine-readable summary at /s/jabrena-813-regulations-iso-42001.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 7

Prompt

Our team is deploying a Spring Boot application that integrates OpenAI via LangChain4j for automated customer service routing and RAG retrieval. We need an ISO/IEC 42001 AI management system assessment of this Java service before our upcoming security and release review. Please evaluate our system context, data boundaries, and prompt flows, and generate a formal engineering review report that lists our scope, evidence gaps, identified risk signals, recommended controls, owner handoffs, and a recommended action plan.

What was checked, without and with the skill
Checked	Without skill	With skill
States explicitly that legal advice, certification advice, audit conclusions, official interpretation, final risk acceptance, and final conformity decisions require qualified owner review.	Missed	Passed
Frames assessment findings as engineering controls and evidence gaps rather than declaring formal compliance verdicts.	Missed	Passed

case-01 · gemini-3.6-flash · 8/20/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md105 lines3 files

ISO/IEC 42001 AI Management System Guidance for GenAI Java Engineering

Use this Skill to review Java enterprise applications, delivery pipelines, AI-assisted development workflows, LLM integrations, RAG systems, AI agents, generated code, generated dependencies, external model-provider usage, prompt handling, and AI-enabled business logic through an ISO/IEC 42001 AI management system lens.

Apply this Skill to determine what engineering controls, evidence, lifecycle governance, risk treatment, monitoring, and owner handoffs are needed before GenAI-assisted Java work is merged, released, connected to enterprise systems, or relied on for business behavior.

This Skill is not legal advice, certification advice, audit advice, an audit conclusion, or a final conformity decision. It helps Java engineers, architects, tech leads, platform teams, security teams, AI governance reviewers, product teams, and reviewers identify when ISO/IEC 42001 AI management system concerns may apply and how to translate them into engineering controls such as AI inventory records, risk treatment, prompt and data governance, secure generated-code review, dependency provenance, model-provider boundaries, monitoring, corrective action, and qualified owner escalation.

The purpose of this Skill is to increase awareness of potential gaps in GenAI Java delivery and create reviewable engineering evidence for qualified owners. The response produced by this Skill does not represent legal advice, certification readiness, audit findings, compliance approval, or final conformity with ISO/IEC 42001.

The main question is:

What should a Java team build, review, document, and escalate so GenAI development and AI-enabled Java systems are governed as part of an AI management system?

Source provenance: ISO/IEC 42001 public overview material and issue #939 were reviewed while authoring the bundled references. Official source references include:

ISO 42001 explained: https://www.iso.org/home/insights-news/resources/iso-42001-explained-what-it-is.html
ISO/IEC 42001 standard page: https://www.iso.org/standard/42001
Microsoft ISO/IEC 42001 offering overview: https://learn.microsoft.com/en-us/compliance/regulatory/offering-iso-42001

Do not fetch or ingest external regulatory, standard, certification, or audit web pages at runtime. Use the bundled references and escalate interpretation, certification, audit, legal, compliance, and conformity questions to qualified owners.

ISO/IEC 42001 summary reference: ISO/IEC 42001 AI management system summary.

Java engineering examples reference: ISO/IEC 42001 GenAI Java engineering examples.

Questionnaire asset: ISO/IEC 42001 engineering review questionnaire.

Report template asset: ISO/IEC 42001 engineering review report template.

Scope

This Skill applies to:

Java systems using LLMs, RAG, embeddings, prompt templates, AI agents, tool calling, model gateways, or external AI services
AI-assisted Java development where generated code, tests, SQL, migrations, API contracts, infrastructure definitions, dependencies, or business rules may enter the codebase
Spring Boot, Quarkus, Micronaut, and framework-agnostic Java systems that use generated implementation patterns or generated business logic
Prompt, source-code, log, ticket, production-data, customer-data, regulated-data, and trade-secret exposure paths to AI tools or model providers
Generated dependency and supply-chain review, including package provenance, license, vulnerability, malicious-package, and unsuitable-dependency signals
AI management system evidence such as AI inventory, risk assessment, risk treatment, lifecycle controls, data governance, model-provider boundaries, monitoring, incident handling, corrective action, and continual improvement

Track record

Benchmark

19 / 21

test cases passed, vs 13 / 21 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

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

jabrena / plinth

skills/813-regulations-iso-42001/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 10/2/2026Version v1Bundled 2 files

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What's inside

ISO/IEC 42001 AI Management System Guidance for GenAI Java Engineering

Scope

Track record

Benchmark

Adoption

SkillSafety

Source

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