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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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AI and machine learning skills

RAG Pipeline Design

Guides expert-level rag pipeline design implementation: ai-ml and database decision frameworks, production-ready patterns, and concrete templates for rag pipeline design workflows.

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 RAG Pipeline Design skill on this: [describe the job, or paste your notes].”

The ingestion pipeline determines the maximum quality ceiling of retrieval. Poor ingestion cannot be compensated by better retrieval or generation.

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
advanced
License
Apache-2.0
ai-mldatabasebackend

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 RAG Pipeline Design 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 RAG Pipeline Design skill?+

Guides expert-level rag pipeline design implementation: ai-ml and database decision frameworks, production-ready patterns, and concrete templates for rag pipeline design workflows.

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.

More AI and machine learning skills.

  • AI Agent PatternsGuides expert-level ai agent patterns implementation: ai-ml and architecture decision frameworks and production-ready patterns.
  • AI Deployment PatternsGuides expert-level ai deployment patterns implementation: ai-ml and devops decision frameworks and production-ready patterns.
  • AI Evaluation PatternsGuides expert-level ai evaluation patterns implementation: ai-ml and testing decision frameworks and production-ready patterns.
  • Fine Tuning StrategyGuides expert-level fine-tuning strategy implementation: ai-ml and optimization decision frameworks and production-ready patterns.
  • LLM Integration PatternsGuides expert-level llm integration patterns implementation: ai-ml and backend decision frameworks and production-ready patterns.
  • Prompt EngineeringGuides expert-level prompt engineering implementation: ai-ml and best-practices decision frameworks and production-ready patterns.

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