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Follow-up to #3301 / #3344. The Gateway-embedded runtime is the standard topology — there is no standalone LangGraph service — but two stale references slipped past the cleanup guard: - .github/copilot-instructions.md still told contributors that `make dev` "Starts LangGraph (2024)" and wrote logs/langgraph.log. - SandboxAuditMiddleware's docstring pointed audit logs at langgraph.log. Update both to the Gateway-embedded reality (gateway.log) and extend test_gateway_runtime_cleanup.py to pin the agent-instruction docs so the standalone references can't reappear. Stays within the safe scope of #3304: does not touch langgraph_auth.py, langgraph.json, or the langgraph-api / langgraph-cli / langgraph-runtime-inmem deps, which the issue gates on maintainer confirmation of Studio / direct LangGraph Server support.