LLM App Patterns

AI and machine learning skill, available on Zeplik

LLM App Patterns is a ready-to-run AI and machine learning skill on Zeplik. Production patterns for LLM applications — RAG architecture, embeddings, LLMOps, and end-to-end app design. Ask in plain language and Zeplik applies the skill's method for you inside the conversation, on whichever AI model you prefer.

The LLM App Patterns skill loads automatically when your request matches it, or you can invoke it directly by typing /llm-app-patterns-fam in any chat. It works with attachments, connectors, and any model that supports the task, so you get the same expert method every time without setting anything up.

What the LLM App Patterns skill can do

Try these prompts on Zeplik

Pick a prompt to open it in the Zeplik app. If you are not signed in yet, your prompt is waiting for you the moment you do.

How the LLM App Patterns skill works

/llm-app-patterns-fam

Umbrella for LLM application architecture. The user is building a production LLM feature; establish the pattern (RAG, tool-use, pipeline) and operational needs, then deliver an architecture and code skeleton. For the vector store route to vector-databases; for agent orchestration route to ai-agent-frameworks.

Dispatch table

Pick the reference file(s) that match the request, read them, then answer. Read at most 2-3 files per turn.

TopicRead
Production-ready patterns for building LLM applications.references/llm-app-patterns.md
LLM Operations -- RAG, embeddings, vector databases, fine-tuning, prompt engineering av…references/llm-ops.md
Expert in building Retrieval-Augmented Generation systems.references/rag-engineer.md

How to work

  1. Identify which leaf topic the request maps to from the dispatch table above; establish the concrete inputs (language, dataset, framework, file format) and the goal. Ask for a missing detail rather than guessing.
  2. Read the matching reference file(s) before answering. Read at most 2-3 per turn.
  3. Deliver runnable artifacts — code, configs, specs — with a short rationale, matching the user's existing conventions when they paste code.
  4. Confirm any decision the source flags (versions, thresholds, tradeoffs) with the user instead of guessing.

Usage

/llm-app-patterns-fam $ARGUMENTS

How to use the LLM App Patterns skill

  1. Sign in to Zeplik

    Create a free Zeplik account or sign in. New accounts start with free credits, so you can try the LLM App Patterns skill right away.

  2. Describe your AI and machine learning task

    Ask in plain language, or type /llm-app-patterns-fam to invoke the skill directly. Zeplik recognizes the LLM App Patterns skill and applies its method.

  3. Review and refine the result

    Zeplik returns a clear, structured answer. Ask follow-ups in the same chat to refine it or take the next step.

Source and credit

Author
davila7 (D7 umbrella-consolidation)
License
MIT

Adapted from the open-source davila7/claude-code-templates project and tuned to run natively on Zeplik. View source on GitHub.

Frequently asked questions

What is the LLM App Patterns skill?
LLM App Patterns is a ready-to-run AI and machine learning skill on Zeplik. Production patterns for LLM applications — RAG architecture, embeddings, LLMOps, and end-to-end app design. Ask in plain language and Zeplik applies the skill's method for you inside the conversation, on whichever AI model you prefer.
How do I use LLM App Patterns on Zeplik?
Sign in to Zeplik and ask in plain language, or type /llm-app-patterns-fam in any chat to invoke it directly. The skill applies its method and returns a result you can refine in the same conversation.
Which AI model does the LLM App Patterns skill use?
Any model you choose. Zeplik works across every model in one chat, so the LLM App Patterns skill runs on your preferred model for the task.
Where does the LLM App Patterns skill come from?
The LLM App Patterns skill is adapted from the open-source davila7/claude-code-templates project (MIT) and tuned to run natively on Zeplik. The original source is linked on this page.
How much does the LLM App Patterns skill cost?
Using the skill is free to start. You only spend Zeplik credits when the assistant runs, and new accounts begin with free credits.

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