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Arka keeps shallow upstream checkouts in .third_party/local-llm-research/ for offline reference. They are not imported into the runtime and are ignored by Git. 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 were made as shallow clones for research and should be refreshed before relying on version-specific behavior.