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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

AI Agent Patterns

Guides expert-level ai agent patterns implementation: ai-ml and architecture decision frameworks, production-ready patterns, and concrete templates for ai agent patterns 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 AI Agent Patterns skill on this: [describe the job, or paste your notes].”

The agent repeatedly calls the same tool with the same or nearly identical parameters, or cycles through the same Thought-Action pairs without making progress. This occurs most often when the agent cannot reconcile contradictory tool outputs or when the task is underspecified.

What it covers

  • Task Classification
  • Control Flow Pattern
  • Memory Architecture
  • Tool Inventory
  • Safety and Guardrails
  • Observability

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-mlarchitectureautomation

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 Agent Patterns 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.

Teams that use this skill.

  • Dev ShopTurn requests into technical plans, review quality and operational risks, and organize implementation handoffs and release priorities.
  • SaaS MVP SprintGet an MVP specification, validation plan, landing-page copy, and visual direction.
  • Link & Disclosure CustodianReview broken links and disclosure gaps, then get a prioritized fix list with implementation guidance.
  • Comparison & Roundup BuilderGet a researched comparison draft, clear selection criteria, and structured-data recommendations for review.

Each of these library teams gives its bots this skill. Import one free and look inside first.

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 Agent Patterns skill?+

Guides expert-level ai agent patterns implementation: ai-ml and architecture decision frameworks, production-ready patterns, and concrete templates for ai agent patterns 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 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.
  • RAG Pipeline DesignGuides expert-level rag pipeline design implementation: ai-ml and database 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