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.
Khoj
Open tool profile →Ollama
Open runtime profile →Qwen3-8B
Open model profile →Self-hosted/local model configuration
Apache-2.0
Evidence
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Put this reference stack in context
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.