Verified reference stack

Research — Private RAG — Apple 24 GB

Khoj documents self-hosting and Ollama integration; 24 GB unified memory is a conservative local research/RAG reference.

Application

Khoj

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Runtime

Ollama

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Model

Qwen3-8B

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Hardware

Apple Silicon 24 GB unified memory

GOOD
Privacy

Self-hosted/local model configuration

License / terms

Apache-2.0

Evidence

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A reference configuration is most useful when you compare it with alternatives and then apply your own hard constraints.

Freshness rule: Material changes set this stack to REVALIDATION_REQUIRED.