Verified reference stack

Research — Private Research Assistant — RTX 4070

GPU counterpart to the Apple research reference, based on Khoj self-hosting with Ollama.

Application

Khoj

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Runtime

Ollama

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Model

Qwen3-8B

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Hardware

RTX 4070 12 GB / 32 GB RAM

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.