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Get Started Free →Creates a portable AI workspace on a USB drive or any drive. RAG pipeline with local LLM models (Ollama), vector database (ChromaDB), and preconfigured prompts.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | -37% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -18% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -43% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 16% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -23% | 0% |
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> Deutsch — Offizielle Deutsch-Version / Documento Oficial en Deutsch.
Creates a portable AI workspace with a local RAG pipeline. Designed for USB drives or external drives — works offline with Ollama and local embedding models.
bash# Create structure on USB drive (Deutsch) python setup_portable.py E:\AI-Portable # Then on the target system: (Deutsch) cd E:\AI-Portable python -m venv venv venv\Scripts\activate # Windows pip install chromadb ollama # Index documents (Deutsch) python rag/ingest.py # Query (Deutsch) python rag/query.py "My question..." python rag/query.py --mode icf "Observations about the client"
AI-Portable/
models/
llm/ Local LLM models (Mistral, Llama, etc.)
embeddings/ Embedding models (nomic-embed-text, bge-small)
tts/ Optional: Text-to-Speech (Piper, Coqui)
db/
chroma/ ChromaDB vector database
sqlite/ Metadata DB
documents/
code/ Code snippets, projects
general/ General documents
rag/
ingest.py Ingest and index files
query.py RAG queries with mode selection
pipeline.py Main RAG pipeline (embed + query + LLM)
prompts/
coding.txt Coding assistant prompt
icf.txt ICF structuring prompt
rpg.txt Pen-and-paper game master prompt
templates/ Word/PDF templates
venv/ Portable Python environmentDocuments -> Chunking -> Embedding (nomic-embed-text)
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v
ChromaDB (local)
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Query -> Embedding -> Similarity Search -> Top-K Chunks
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v
Context + Prompt -> Ollama (Mistral)
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v
Response| Mode | Prompt | Usage | |------|--------|-------| | default | General assistant | Standard queries | | icf | ICF structuring | Classify observations according to ICF | | coding | Coding assistant | Write and explain code | | rpg | Game master | Pen-and-paper role-playing |
mistral:instruct and nomic-embed-text)Other measured skills in the registry, with their headline benchmark lift.