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Arka keeps shallow upstream checkouts in .third_party/local-llm-research/ for offline reference. Arka does not import them into the runtime, and Git ignores them. The current research set is: Arka’s local-model selector already uses installed Ollama models and hardware headroom. The next safe integrations are adapter-level: improve model discovery, expose llama.cpp/vLLM health probes, and reuse repository-map and verification patterns. Do not copy source code or vendor dependencies without reviewing each repository’s license and notices; transitive model/runtime licenses may differ from the project license. The checkouts are shallow clones for research. Refresh them before relying on version-specific behavior.