A change-management workflow for altering artificial intelligence or machine-learning systems, such as models, chatbots, prompts, or retrieval systems.

Preparing formal change requests for model updates, prompt changes, retraining, chatbot changes, and retrieval-augmented generation pipelines.

It records the change, risks, governance details, and rollback plan so an AI-related update can be reviewed and controlled.

ai-change — Skill for Claude Code by bouob/sysadmin-skills

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent

npx skills add bouob/sysadmin-skills --skill ai-change

Clone the repo

git clone --depth 1 https://github.com/bouob/sysadmin-skills

Made for: Claude Code.

Or install sysadmin-skills, the plugin that ships this one along with the rest of its 9 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/bouob/sysadmin-skills/ai-change/github.svg)](https://agentmods.dev/skills/bouob/sysadmin-skills/ai-change)

Your own site

<a href="https://agentmods.dev/skills/bouob/sysadmin-skills/ai-change"><img src="https://agentmods.dev/badge/skills/bouob/sysadmin-skills/ai-change/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/bouob/sysadmin-skills/ai-change"><img src="https://agentmods.dev/badge/skills/bouob/sysadmin-skills/ai-change.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 218 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 2,841 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00218	$0.02841
Opus 5.5	$0.00087	$0.01136
Sonnet 5.5	$0.00044	$0.00568
Haiku 4.5	$0.00022	$0.00284

Measured 2mo ago against content hash 3b51fd68ab68, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ai-change scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/ai-change/SKILL.md · 284 lines

How it starts

The opening of the file, as written. The whole thing — 284 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AI System Change Request Workflow

Structured change management for AI and ML systems, applying ITIL v5 AI Governance principles. Produces an RFC with an AI governance appendix.

This skill extends /change-request with AI-specific fields and governance requirements. For non-AI infrastructure changes, use /change-request instead.

itil — change types, risk matrix, CAB process; reads references/ai-governance-6c.md for 6C classification
done-ops — verification gate before finalizing the change

Output

File: {OUTPUT_DIR}/ai-change-{YYYY-MM-DD}-{slug}.md

slug: kebab-case summary, e.g. claude-sonnet-upgrade, rag-knowledge-base-refresh, sentiment-model-retrain
Change ID (CHG-{YYYYMMDD}-{NNN}): same format as standard RFC

Default output directory: ./changes/ai/. Fall back to ./changes/ if that doesn't exist.

All change documents are written in English. Preview in user's preferred language before writing.

What Counts as an AI System Change

Change Type	Examples
Model version update	Upgrading from GPT-4 to GPT-4o, Claude 3.5 → Claude Sonnet 4.6
Prompt engineering	Modifying system prompts, changing output format, adding/removing instructions
Training data	Adding new data sources, re-weighting, removing data segments, updating cutoff date
RAG / knowledge base	Updating indexed documents, changing chunking strategy, switching embedding models
AI autonomy expansion	Allowing AI to take more actions without human approval
Model retraining / fine-tuning	Domain adaptation, task-specific fine-tuning, RLHF updates
AI infrastructure	Changing inference hardware, updating serving configuration, scaling policies

If unsure whether a change qualifies, apply this test: Could the AI's behavior change as a result? If yes, this skill applies.

Workflow

Step 1: Gather Change Details

Collect the following (use AskUserQuestion for missing items):

Read the full file on GitHub · 284 lines

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2mo ago First seen · 284 lines · 218 tokens per session scan A 3b51fd68ab68

Subscribe to this mod's changes

ai-change is a skill published in the GitHub repository bouob/sysadmin-skills (2 stars, last pushed 6mo ago), licensed MIT. It adds 218 tokens to every session and 2,841 once invoked, about $0.0009 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Claude Code Planning change-management claude-code-plugin incident-response itil itsm

ai-change next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
ai-changebouob/sysadmin-skills	Skill	2	6mo ago	MIT	A	218	Claude Code
servicenow-change-managementKnuckles-Team/servicenow-api	Skill	20	yesterday	MIT	A	137	Claude Code, Codex
binary-analysisDeepBitsTechnology/claude-plugins	Skill	49	3mo ago	Apache-2.0	A	132	Claude Code
kernel-cve-analysisDeepBitsTechnology/claude-plugins	Skill	49	3mo ago	Apache-2.0	A	136	Claude Code
pace-changearch-team/devpace	Skill	73	6mo ago	MIT	A	124	Claude Code
pace-releasearch-team/devpace	Skill	73	6mo ago	MIT	A	54	Claude Code
pace-retroarch-team/devpace	Skill	73	6mo ago	MIT	A	117	Claude Code