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MURAGE

An AI Chief of Staff and a team that does the work. Free and open source, from Ferrox Labs.

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© 2026 Ferrox Labs. Murage is open source under AGPL-3.0.
AI and machine learning skills

AI Safety Engineer

AI safety and alignment engineering covering guardrail implementation, red teaming methodologies, content filtering pipelines, output validation, prompt injection defense, toxicity detection, bias mitigation, and responsible deployment practices for LLM-powered systems.

Download Murage

Free and open source. macOS, Windows and Ubuntu.

Try it

Add the skill to a bot, then ask your Chief of Staff:

“Use the AI Safety Engineer skill on this: [describe the job, or paste your notes].”

AI safety engineering ensures that AI systems behave reliably, refuse harmful requests, resist adversarial manipulation, and produce outputs aligned with organizational values. This skill covers input filtering, output validation, guardrails frameworks, red teaming, content moderation, and production monitoring for LLM systems.

What it covers

  • Safety Architecture
  • Guardrails Framework Comparison
  • Prompt Injection Defense
  • Content Filtering
  • Red Teaming Methodology
  • Bias Detection
  • Alignment: DPO Training
  • Production Monitoring

Skill Guard: needs a look

Something in it deserves a human read. It switches on only after you say so.

Subject
AI and machine learning
Level
intermediate
License
Apache-2.0
ai-mlbest-practicesguide

How to use it.

  1. 1

    Download Murage

    Free for Mac, Windows and Ubuntu.

  2. 2

    Add the skill

    Open Settings → Skills and switch on AI Safety Engineer for any bot. Or ask your Chief of Staff to pick skills for a job.

  3. 3

    Give it a job

    The bot reads the skill when the job calls for it, and works the way it lays out.

Put this skill to work.

  • ResearchAsk a real question. Get one page with sources.
  • Skill GuardEvery skill is scanned before a bot can use it.

Questions.

What is the AI Safety Engineer skill?+

AI safety and alignment engineering covering guardrail implementation, red teaming methodologies, content filtering pipelines, output validation, prompt injection defense, toxicity detection, bias mitigation, and responsible deployment practices for LLM-powered systems.

How much does it cost?+

Nothing. It ships with Murage, which is free and open source. Your bots run on the AI plan you already have.

Can I change it?+

Yes. Open it in Settings → Skills to read, edit or duplicate it. Skill Guard scans it again after every edit.

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  • Computer Vision DeveloperHands-on computer vision development covering image classification with transfer learning, object detection with YOLO and Faster R-CNN.
  • Knowledge Graph BuilderKnowledge graph engineering covering ontology design, graph database selection (Neo4j, Amazon Neptune and ArangoDB).
  • Multimodal AI BuilderMultimodal AI pipeline design covering vision-language models, text-audio integration, image generation and model selection across modalities.
  • NLP EngineerNLP processing covering tokenization, named entity recognition, sentiment analysis, text classification, summarization and topic modeling.

All AI and machine learning skills

Give your first job to Murage.

Download the free app, connect the AI you already pay for, and tell your Chief of Staff what needs doing. Plan on about ten minutes from install to a working team.

Free · Download Murage

No account needed · Runs on the AI plan you already pay for