diff --git "a/train.jsonl" "b/train.jsonl"
--- "a/train.jsonl"
+++ "b/train.jsonl"
@@ -1,3 +1,135 @@
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"Dockerfile\",\n  \"snippet\": \"FROM nvidia/cuda:12.4.1-runtime-ubuntu22.04\\nRUN pip install vllm torch\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA container/runtime assumption\",\n  \"severity\": \"high\",\n  \"evidence\": \"FROM nvidia/cuda:12.4.1-runtime-ubuntu22.04\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"Dockerfile\",\n  \"snippet\": \"FROM nvidia/cuda:12.4.1-runtime-ubuntu22.04\\nRUN pip install vllm torch\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA container/runtime assumption\",\n  \"severity\": \"high\",\n  \"evidence\": \"FROM nvidia/cuda:12.4.1-runtime-ubuntu22.04\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"Dockerfile\",\n  \"snippet\": \"FROM nvidia/cuda:12.4.1-runtime-ubuntu22.04\\nRUN pip install vllm torch\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA container/runtime assumption\",\n  \"severity\": \"high\",\n  \"evidence\": \"FROM nvidia/cuda:12.4.1-runtime-ubuntu22.04\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"Dockerfile\",\n  \"snippet\": \"FROM nvcr.io/nvidia/pytorch:24.03-py3\\nCOPY . /workspace\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA container/runtime assumption\",\n  \"severity\": \"high\",\n  \"evidence\": \"FROM nvcr.io/nvidia/pytorch:24.03-py3\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"Dockerfile\",\n  \"snippet\": \"FROM nvcr.io/nvidia/pytorch:24.03-py3\\nCOPY . /workspace\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA container/runtime assumption\",\n  \"severity\": \"high\",\n  \"evidence\": \"FROM nvcr.io/nvidia/pytorch:24.03-py3\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
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+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"Dockerfile\",\n  \"snippet\": \"services:\\n  worker:\\n    image: nvidia/cuda:12.2.0-devel-ubuntu22.04\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA container/runtime assumption\",\n  \"severity\": \"high\",\n  \"evidence\": \"services:\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"Dockerfile\",\n  \"snippet\": \"services:\\n  worker:\\n    image: nvidia/cuda:12.2.0-devel-ubuntu22.04\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA container/runtime assumption\",\n  \"severity\": \"high\",\n  \"evidence\": \"services:\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
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+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/inference/server.py\",\n  \"snippet\": \"inputs = tokenizer(prompt, return_tensors='pt').to('cuda')\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Hardcoded CUDA device path\",\n  \"severity\": \"critical\",\n  \"evidence\": \"inputs = tokenizer(prompt, return_tensors='pt').to('cuda')\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/inference/server.py\",\n  \"snippet\": \"model = AutoModelForCausalLM.from_pretrained(model_id).cuda()\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Hardcoded CUDA device path\",\n  \"severity\": \"critical\",\n  \"evidence\": \"model = AutoModelForCausalLM.from_pretrained(model_id).cuda()\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/inference/server.py\",\n  \"snippet\": \"model = AutoModelForCausalLM.from_pretrained(model_id).cuda()\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Hardcoded CUDA device path\",\n  \"severity\": \"critical\",\n  \"evidence\": \"model = AutoModelForCausalLM.from_pretrained(model_id).cuda()\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/inference/server.py\",\n  \"snippet\": \"model = AutoModelForCausalLM.from_pretrained(model_id).cuda()\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Hardcoded CUDA device path\",\n  \"severity\": \"critical\",\n  \"evidence\": \"model = AutoModelForCausalLM.from_pretrained(model_id).cuda()\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/inference/server.py\",\n  \"snippet\": \"pipeline = pipeline('text-generation', model=model, device_map='cuda')\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Hardcoded CUDA device path\",\n  \"severity\": \"critical\",\n  \"evidence\": \"pipeline = pipeline('text-generation', model=model, device_map='cuda')\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/inference/server.py\",\n  \"snippet\": \"pipeline = pipeline('text-generation', model=model, device_map='cuda')\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Hardcoded CUDA device path\",\n  \"severity\": \"critical\",\n  \"evidence\": \"pipeline = pipeline('text-generation', model=model, device_map='cuda')\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/inference/server.py\",\n  \"snippet\": \"pipeline = pipeline('text-generation', model=model, device_map='cuda')\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Hardcoded CUDA device path\",\n  \"severity\": \"critical\",\n  \"evidence\": \"pipeline = pipeline('text-generation', model=model, device_map='cuda')\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"torch==2.4.0+cu124\\n--extra-index-url https://download.pytorch.org/whl/cu124\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-oriented dependency\",\n  \"severity\": \"high\",\n  \"evidence\": \"torch==2.4.0+cu124\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"torch==2.4.0+cu124\\n--extra-index-url https://download.pytorch.org/whl/cu124\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-oriented dependency\",\n  \"severity\": \"high\",\n  \"evidence\": \"torch==2.4.0+cu124\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"torch==2.4.0+cu124\\n--extra-index-url https://download.pytorch.org/whl/cu124\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-oriented dependency\",\n  \"severity\": \"high\",\n  \"evidence\": \"torch==2.4.0+cu124\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"cupy-cuda12x==13.2.0\\nbitsandbytes==0.43.3\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-oriented dependency\",\n  \"severity\": \"high\",\n  \"evidence\": \"cupy-cuda12x==13.2.0\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"cupy-cuda12x==13.2.0\\nbitsandbytes==0.43.3\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-oriented dependency\",\n  \"severity\": \"high\",\n  \"evidence\": \"cupy-cuda12x==13.2.0\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"cupy-cuda12x==13.2.0\\nbitsandbytes==0.43.3\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-oriented dependency\",\n  \"severity\": \"high\",\n  \"evidence\": \"cupy-cuda12x==13.2.0\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"flash-attn==2.6.3\\nxformers==0.0.27.post2\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-oriented dependency\",\n  \"severity\": \"high\",\n  \"evidence\": \"flash-attn==2.6.3\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"flash-attn==2.6.3\\nxformers==0.0.27.post2\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-oriented dependency\",\n  \"severity\": \"high\",\n  \"evidence\": \"flash-attn==2.6.3\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"flash-attn==2.6.3\\nxformers==0.0.27.post2\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-oriented dependency\",\n  \"severity\": \"high\",\n  \"evidence\": \"flash-attn==2.6.3\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"nvidia-cublas-cu12\\nnvidia-cudnn-cu12\\nnvidia-nccl-cu12\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-oriented dependency\",\n  \"severity\": \"high\",\n  \"evidence\": \"nvidia-cublas-cu12\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"nvidia-cublas-cu12\\nnvidia-cudnn-cu12\\nnvidia-nccl-cu12\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-oriented dependency\",\n  \"severity\": \"high\",\n  \"evidence\": \"nvidia-cublas-cu12\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"nvidia-cublas-cu12\\nnvidia-cudnn-cu12\\nnvidia-nccl-cu12\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-oriented dependency\",\n  \"severity\": \"high\",\n  \"evidence\": \"nvidia-cublas-cu12\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/serve.sh\",\n  \"snippet\": \"python -m vllm.entrypoints.openai.api_server --model $MODEL\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"vLLM serving defaults need AMD profile\",\n  \"severity\": \"medium\",\n  \"evidence\": \"python -m vllm.entrypoints.openai.api_server --model $MODEL\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/serve.sh\",\n  \"snippet\": \"python -m vllm.entrypoints.openai.api_server --model $MODEL\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"vLLM serving defaults need AMD profile\",\n  \"severity\": \"medium\",\n  \"evidence\": \"python -m vllm.entrypoints.openai.api_server --model $MODEL\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/serve.sh\",\n  \"snippet\": \"python -m vllm.entrypoints.openai.api_server --model $MODEL\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"vLLM serving defaults need AMD profile\",\n  \"severity\": \"medium\",\n  \"evidence\": \"python -m vllm.entrypoints.openai.api_server --model $MODEL\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/serve.sh\",\n  \"snippet\": \"vllm serve Qwen/Qwen2.5-Coder-7B-Instruct\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"vLLM serving defaults need AMD profile\",\n  \"severity\": \"medium\",\n  \"evidence\": \"vllm serve Qwen/Qwen2.5-Coder-7B-Instruct\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/serve.sh\",\n  \"snippet\": \"vllm serve Qwen/Qwen2.5-Coder-7B-Instruct\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"vLLM serving defaults need AMD profile\",\n  \"severity\": \"medium\",\n  \"evidence\": \"vllm serve Qwen/Qwen2.5-Coder-7B-Instruct\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/serve.sh\",\n  \"snippet\": \"vllm serve Qwen/Qwen2.5-Coder-7B-Instruct\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"vLLM serving defaults need AMD profile\",\n  \"severity\": \"medium\",\n  \"evidence\": \"vllm serve Qwen/Qwen2.5-Coder-7B-Instruct\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/serve.sh\",\n  \"snippet\": \"python serve.py --engine vllm --model $MODEL --port 8000\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"vLLM serving defaults need AMD profile\",\n  \"severity\": \"medium\",\n  \"evidence\": \"python serve.py --engine vllm --model $MODEL --port 8000\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/serve.sh\",\n  \"snippet\": \"python serve.py --engine vllm --model $MODEL --port 8000\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"vLLM serving defaults need AMD profile\",\n  \"severity\": \"medium\",\n  \"evidence\": \"python serve.py --engine vllm --model $MODEL --port 8000\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/serve.sh\",\n  \"snippet\": \"python serve.py --engine vllm --model $MODEL --port 8000\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"vLLM serving defaults need AMD profile\",\n  \"severity\": \"medium\",\n  \"evidence\": \"python serve.py --engine vllm --model $MODEL --port 8000\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/serve.sh\",\n  \"snippet\": \"MODEL=Qwen/Qwen2.5-Coder-7B-Instruct\\npython -m vllm.entrypoints.openai.api_server --model $MODEL\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"vLLM serving defaults need AMD profile\",\n  \"severity\": \"medium\",\n  \"evidence\": \"MODEL=Qwen/Qwen2.5-Coder-7B-Instruct\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/serve.sh\",\n  \"snippet\": \"MODEL=Qwen/Qwen2.5-Coder-7B-Instruct\\npython -m vllm.entrypoints.openai.api_server --model $MODEL\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"vLLM serving defaults need AMD profile\",\n  \"severity\": \"medium\",\n  \"evidence\": \"MODEL=Qwen/Qwen2.5-Coder-7B-Instruct\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/serve.sh\",\n  \"snippet\": \"MODEL=Qwen/Qwen2.5-Coder-7B-Instruct\\npython -m vllm.entrypoints.openai.api_server --model $MODEL\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"vLLM serving defaults need AMD profile\",\n  \"severity\": \"medium\",\n  \"evidence\": \"MODEL=Qwen/Qwen2.5-Coder-7B-Instruct\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"benchmarks/run_latency.py\",\n  \"snippet\": \"start = time.time()\\nclient.chat.completions.create(...)\\nprint(time.time() - start)\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Benchmark evidence incomplete\",\n  \"severity\": \"medium\",\n  \"evidence\": \"start = time.time()\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"benchmarks/run_latency.py\",\n  \"snippet\": \"start = time.time()\\nclient.chat.completions.create(...)\\nprint(time.time() - start)\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Benchmark evidence incomplete\",\n  \"severity\": \"medium\",\n  \"evidence\": \"start = time.time()\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"benchmarks/run_latency.py\",\n  \"snippet\": \"start = time.time()\\nclient.chat.completions.create(...)\\nprint(time.time() - start)\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Benchmark evidence incomplete\",\n  \"severity\": \"medium\",\n  \"evidence\": \"start = time.time()\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"benchmarks/run_latency.py\",\n  \"snippet\": \"for prompt in prompts:\\n    generate(prompt)\\nprint('done')\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Benchmark evidence incomplete\",\n  \"severity\": \"medium\",\n  \"evidence\": \"for prompt in prompts:\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"benchmarks/run_latency.py\",\n  \"snippet\": \"for prompt in prompts:\\n    generate(prompt)\\nprint('done')\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Benchmark evidence incomplete\",\n  \"severity\": \"medium\",\n  \"evidence\": \"for prompt in prompts:\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"benchmarks/run_latency.py\",\n  \"snippet\": \"for prompt in prompts:\\n    generate(prompt)\\nprint('done')\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Benchmark evidence incomplete\",\n  \"severity\": \"medium\",\n  \"evidence\": \"for prompt in prompts:\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"benchmarks/run_latency.py\",\n  \"snippet\": \"requests.post(endpoint, json=payload)\\nprint(response.status_code)\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Benchmark evidence incomplete\",\n  \"severity\": \"medium\",\n  \"evidence\": \"requests.post(endpoint, json=payload)\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"benchmarks/run_latency.py\",\n  \"snippet\": \"requests.post(endpoint, json=payload)\\nprint(response.status_code)\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Benchmark evidence incomplete\",\n  \"severity\": \"medium\",\n  \"evidence\": \"requests.post(endpoint, json=payload)\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"benchmarks/run_latency.py\",\n  \"snippet\": \"requests.post(endpoint, json=payload)\\nprint(response.status_code)\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Benchmark evidence incomplete\",\n  \"severity\": \"medium\",\n  \"evidence\": \"requests.post(endpoint, json=payload)\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"benchmarks/run_latency.py\",\n  \"snippet\": \"latencies.append(end - start)\\nprint(sum(latencies) / len(latencies))\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Benchmark evidence incomplete\",\n  \"severity\": \"medium\",\n  \"evidence\": \"latencies.append(end - start)\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"benchmarks/run_latency.py\",\n  \"snippet\": \"latencies.append(end - start)\\nprint(sum(latencies) / len(latencies))\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Benchmark evidence incomplete\",\n  \"severity\": \"medium\",\n  \"evidence\": \"latencies.append(end - start)\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"benchmarks/run_latency.py\",\n  \"snippet\": \"latencies.append(end - start)\\nprint(sum(latencies) / len(latencies))\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Benchmark evidence incomplete\",\n  \"severity\": \"medium\",\n  \"evidence\": \"latencies.append(end - start)\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/config/gpu.py\",\n  \"snippet\": \"if torch.cuda.is_available():\\n    return 'cuda'\\nraise RuntimeError('CUDA required')\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"GPU backend detection needs abstraction\",\n  \"severity\": \"medium\",\n  \"evidence\": \"if torch.cuda.is_available():\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/config/gpu.py\",\n  \"snippet\": \"if torch.cuda.is_available():\\n    return 'cuda'\\nraise RuntimeError('CUDA required')\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"GPU backend detection needs abstraction\",\n  \"severity\": \"medium\",\n  \"evidence\": \"if torch.cuda.is_available():\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/config/gpu.py\",\n  \"snippet\": \"if torch.cuda.is_available():\\n    return 'cuda'\\nraise RuntimeError('CUDA required')\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"GPU backend detection needs abstraction\",\n  \"severity\": \"medium\",\n  \"evidence\": \"if torch.cuda.is_available():\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/config/gpu.py\",\n  \"snippet\": \"gpu_name = torch.cuda.get_device_name(0)\\nprint(gpu_name)\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"GPU backend detection needs abstraction\",\n  \"severity\": \"medium\",\n  \"evidence\": \"gpu_name = torch.cuda.get_device_name(0)\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/config/gpu.py\",\n  \"snippet\": \"gpu_name = torch.cuda.get_device_name(0)\\nprint(gpu_name)\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"GPU backend detection needs abstraction\",\n  \"severity\": \"medium\",\n  \"evidence\": \"gpu_name = torch.cuda.get_device_name(0)\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/config/gpu.py\",\n  \"snippet\": \"gpu_name = torch.cuda.get_device_name(0)\\nprint(gpu_name)\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"GPU backend detection needs abstraction\",\n  \"severity\": \"medium\",\n  \"evidence\": \"gpu_name = torch.cuda.get_device_name(0)\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/config/gpu.py\",\n  \"snippet\": \"os.environ['CUDA_VISIBLE_DEVICES'] = '0'\\nrun()\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"GPU backend detection needs abstraction\",\n  \"severity\": \"medium\",\n  \"evidence\": \"os.environ['CUDA_VISIBLE_DEVICES'] = '0'\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/config/gpu.py\",\n  \"snippet\": \"os.environ['CUDA_VISIBLE_DEVICES'] = '0'\\nrun()\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"GPU backend detection needs abstraction\",\n  \"severity\": \"medium\",\n  \"evidence\": \"os.environ['CUDA_VISIBLE_DEVICES'] = '0'\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/config/gpu.py\",\n  \"snippet\": \"os.environ['CUDA_VISIBLE_DEVICES'] = '0'\\nrun()\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"GPU backend detection needs abstraction\",\n  \"severity\": \"medium\",\n  \"evidence\": \"os.environ['CUDA_VISIBLE_DEVICES'] = '0'\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/config/gpu.py\",\n  \"snippet\": \"assert torch.cuda.is_available(), 'GPU required'\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"GPU backend detection needs abstraction\",\n  \"severity\": \"medium\",\n  \"evidence\": \"assert torch.cuda.is_available(), 'GPU required'\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/config/gpu.py\",\n  \"snippet\": \"assert torch.cuda.is_available(), 'GPU required'\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"GPU backend detection needs abstraction\",\n  \"severity\": \"medium\",\n  \"evidence\": \"assert torch.cuda.is_available(), 'GPU required'\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"src/config/gpu.py\",\n  \"snippet\": \"assert torch.cuda.is_available(), 'GPU required'\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"GPU backend detection needs abstraction\",\n  \"severity\": \"medium\",\n  \"evidence\": \"assert torch.cuda.is_available(), 'GPU required'\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/healthcheck.sh\",\n  \"snippet\": \"nvidia-smi --query-gpu=name,memory.used --format=csv\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA monitoring command\",\n  \"severity\": \"medium\",\n  \"evidence\": \"nvidia-smi --query-gpu=name,memory.used --format=csv\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/healthcheck.sh\",\n  \"snippet\": \"nvidia-smi --query-gpu=name,memory.used --format=csv\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA monitoring command\",\n  \"severity\": \"medium\",\n  \"evidence\": \"nvidia-smi --query-gpu=name,memory.used --format=csv\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/healthcheck.sh\",\n  \"snippet\": \"nvidia-smi --query-gpu=name,memory.used --format=csv\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA monitoring command\",\n  \"severity\": \"medium\",\n  \"evidence\": \"nvidia-smi --query-gpu=name,memory.used --format=csv\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/healthcheck.sh\",\n  \"snippet\": \"watch -n 1 nvidia-smi\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA monitoring command\",\n  \"severity\": \"medium\",\n  \"evidence\": \"watch -n 1 nvidia-smi\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/healthcheck.sh\",\n  \"snippet\": \"watch -n 1 nvidia-smi\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA monitoring command\",\n  \"severity\": \"medium\",\n  \"evidence\": \"watch -n 1 nvidia-smi\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/healthcheck.sh\",\n  \"snippet\": \"watch -n 1 nvidia-smi\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA monitoring command\",\n  \"severity\": \"medium\",\n  \"evidence\": \"watch -n 1 nvidia-smi\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/healthcheck.sh\",\n  \"snippet\": \"python server.py && nvidia-smi\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA monitoring command\",\n  \"severity\": \"medium\",\n  \"evidence\": \"python server.py && nvidia-smi\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/healthcheck.sh\",\n  \"snippet\": \"python server.py && nvidia-smi\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA monitoring command\",\n  \"severity\": \"medium\",\n  \"evidence\": \"python server.py && nvidia-smi\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/healthcheck.sh\",\n  \"snippet\": \"python server.py && nvidia-smi\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA monitoring command\",\n  \"severity\": \"medium\",\n  \"evidence\": \"python server.py && nvidia-smi\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/healthcheck.sh\",\n  \"snippet\": \"if ! command -v nvidia-smi; then exit 1; fi\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA monitoring command\",\n  \"severity\": \"medium\",\n  \"evidence\": \"if ! command -v nvidia-smi; then exit 1; fi\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/healthcheck.sh\",\n  \"snippet\": \"if ! command -v nvidia-smi; then exit 1; fi\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA monitoring command\",\n  \"severity\": \"medium\",\n  \"evidence\": \"if ! command -v nvidia-smi; then exit 1; fi\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/healthcheck.sh\",\n  \"snippet\": \"if ! command -v nvidia-smi; then exit 1; fi\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"NVIDIA monitoring command\",\n  \"severity\": \"medium\",\n  \"evidence\": \"if ! command -v nvidia-smi; then exit 1; fi\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"setup.py\",\n  \"snippet\": \"from torch.utils.cpp_extension import CUDAExtension\\nsetup(ext_modules=[CUDAExtension('kernels', ['kernel.cu'])])\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA extension build path\",\n  \"severity\": \"high\",\n  \"evidence\": \"from torch.utils.cpp_extension import CUDAExtension\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"setup.py\",\n  \"snippet\": \"from torch.utils.cpp_extension import CUDAExtension\\nsetup(ext_modules=[CUDAExtension('kernels', ['kernel.cu'])])\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA extension build path\",\n  \"severity\": \"high\",\n  \"evidence\": \"from torch.utils.cpp_extension import CUDAExtension\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"setup.py\",\n  \"snippet\": \"from torch.utils.cpp_extension import CUDAExtension\\nsetup(ext_modules=[CUDAExtension('kernels', ['kernel.cu'])])\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA extension build path\",\n  \"severity\": \"high\",\n  \"evidence\": \"from torch.utils.cpp_extension import CUDAExtension\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"setup.py\",\n  \"snippet\": \"extra_compile_args={'nvcc': ['-O3', '--use_fast_math']}\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA extension build path\",\n  \"severity\": \"high\",\n  \"evidence\": \"extra_compile_args={'nvcc': ['-O3', '--use_fast_math']}\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"setup.py\",\n  \"snippet\": \"extra_compile_args={'nvcc': ['-O3', '--use_fast_math']}\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA extension build path\",\n  \"severity\": \"high\",\n  \"evidence\": \"extra_compile_args={'nvcc': ['-O3', '--use_fast_math']}\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
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+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"setup.py\",\n  \"snippet\": \"sources=['ops/attention.cpp', 'ops/attention_cuda.cu']\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA extension build path\",\n  \"severity\": \"high\",\n  \"evidence\": \"sources=['ops/attention.cpp', 'ops/attention_cuda.cu']\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"setup.py\",\n  \"snippet\": \"sources=['ops/attention.cpp', 'ops/attention_cuda.cu']\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA extension build path\",\n  \"severity\": \"high\",\n  \"evidence\": \"sources=['ops/attention.cpp', 'ops/attention_cuda.cu']\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"setup.py\",\n  \"snippet\": \"sources=['ops/attention.cpp', 'ops/attention_cuda.cu']\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA extension build path\",\n  \"severity\": \"high\",\n  \"evidence\": \"sources=['ops/attention.cpp', 'ops/attention_cuda.cu']\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"setup.py\",\n  \"snippet\": \"CUDA_HOME = os.environ['CUDA_HOME']\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA extension build path\",\n  \"severity\": \"high\",\n  \"evidence\": \"CUDA_HOME = os.environ['CUDA_HOME']\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"setup.py\",\n  \"snippet\": \"CUDA_HOME = os.environ['CUDA_HOME']\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA extension build path\",\n  \"severity\": \"high\",\n  \"evidence\": \"CUDA_HOME = os.environ['CUDA_HOME']\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"setup.py\",\n  \"snippet\": \"CUDA_HOME = os.environ['CUDA_HOME']\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA extension build path\",\n  \"severity\": \"high\",\n  \"evidence\": \"CUDA_HOME = os.environ['CUDA_HOME']\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/train_distributed.sh\",\n  \"snippet\": \"export NCCL_DEBUG=INFO\\nexport CUDA_VISIBLE_DEVICES=0,1,2,3\\ntorchrun --nproc_per_node=4 train.py\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Distributed runtime assumes NCCL/CUDA\",\n  \"severity\": \"high\",\n  \"evidence\": \"export NCCL_DEBUG=INFO\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/train_distributed.sh\",\n  \"snippet\": \"export NCCL_DEBUG=INFO\\nexport CUDA_VISIBLE_DEVICES=0,1,2,3\\ntorchrun --nproc_per_node=4 train.py\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Distributed runtime assumes NCCL/CUDA\",\n  \"severity\": \"high\",\n  \"evidence\": \"export NCCL_DEBUG=INFO\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/train_distributed.sh\",\n  \"snippet\": \"export NCCL_DEBUG=INFO\\nexport CUDA_VISIBLE_DEVICES=0,1,2,3\\ntorchrun --nproc_per_node=4 train.py\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Distributed runtime assumes NCCL/CUDA\",\n  \"severity\": \"high\",\n  \"evidence\": \"export NCCL_DEBUG=INFO\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/train_distributed.sh\",\n  \"snippet\": \"deepspeed --include localhost:0,1,2,3 train.py\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Distributed runtime assumes NCCL/CUDA\",\n  \"severity\": \"high\",\n  \"evidence\": \"deepspeed --include localhost:0,1,2,3 train.py\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/train_distributed.sh\",\n  \"snippet\": \"deepspeed --include localhost:0,1,2,3 train.py\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Distributed runtime assumes NCCL/CUDA\",\n  \"severity\": \"high\",\n  \"evidence\": \"deepspeed --include localhost:0,1,2,3 train.py\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/train_distributed.sh\",\n  \"snippet\": \"deepspeed --include localhost:0,1,2,3 train.py\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Distributed runtime assumes NCCL/CUDA\",\n  \"severity\": \"high\",\n  \"evidence\": \"deepspeed --include localhost:0,1,2,3 train.py\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/train_distributed.sh\",\n  \"snippet\": \"os.environ['NCCL_P2P_DISABLE']='0'\\ninit_process_group(backend='nccl')\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Distributed runtime assumes NCCL/CUDA\",\n  \"severity\": \"high\",\n  \"evidence\": \"os.environ['NCCL_P2P_DISABLE']='0'\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/train_distributed.sh\",\n  \"snippet\": \"os.environ['NCCL_P2P_DISABLE']='0'\\ninit_process_group(backend='nccl')\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Distributed runtime assumes NCCL/CUDA\",\n  \"severity\": \"high\",\n  \"evidence\": \"os.environ['NCCL_P2P_DISABLE']='0'\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/train_distributed.sh\",\n  \"snippet\": \"os.environ['NCCL_P2P_DISABLE']='0'\\ninit_process_group(backend='nccl')\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Distributed runtime assumes NCCL/CUDA\",\n  \"severity\": \"high\",\n  \"evidence\": \"os.environ['NCCL_P2P_DISABLE']='0'\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/train_distributed.sh\",\n  \"snippet\": \"accelerate launch --gpu_ids 0,1,2,3 train.py\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Distributed runtime assumes NCCL/CUDA\",\n  \"severity\": \"high\",\n  \"evidence\": \"accelerate launch --gpu_ids 0,1,2,3 train.py\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/train_distributed.sh\",\n  \"snippet\": \"accelerate launch --gpu_ids 0,1,2,3 train.py\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Distributed runtime assumes NCCL/CUDA\",\n  \"severity\": \"high\",\n  \"evidence\": \"accelerate launch --gpu_ids 0,1,2,3 train.py\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"scripts/train_distributed.sh\",\n  \"snippet\": \"accelerate launch --gpu_ids 0,1,2,3 train.py\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Distributed runtime assumes NCCL/CUDA\",\n  \"severity\": \"high\",\n  \"evidence\": \"accelerate launch --gpu_ids 0,1,2,3 train.py\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"flash-attn==2.6.3 --no-build-isolation\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-only attention optimization\",\n  \"severity\": \"high\",\n  \"evidence\": \"flash-attn==2.6.3 --no-build-isolation\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"flash-attn==2.6.3 --no-build-isolation\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-only attention optimization\",\n  \"severity\": \"high\",\n  \"evidence\": \"flash-attn==2.6.3 --no-build-isolation\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"flash-attn==2.6.3 --no-build-isolation\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-only attention optimization\",\n  \"severity\": \"high\",\n  \"evidence\": \"flash-attn==2.6.3 --no-build-isolation\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"triton==2.3.1\\nxformers==0.0.27.post2\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-only attention optimization\",\n  \"severity\": \"high\",\n  \"evidence\": \"triton==2.3.1\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"triton==2.3.1\\nxformers==0.0.27.post2\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-only attention optimization\",\n  \"severity\": \"high\",\n  \"evidence\": \"triton==2.3.1\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"triton==2.3.1\\nxformers==0.0.27.post2\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-only attention optimization\",\n  \"severity\": \"high\",\n  \"evidence\": \"triton==2.3.1\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"attn_implementation='flash_attention_2'\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-only attention optimization\",\n  \"severity\": \"high\",\n  \"evidence\": \"attn_implementation='flash_attention_2'\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"attn_implementation='flash_attention_2'\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-only attention optimization\",\n  \"severity\": \"high\",\n  \"evidence\": \"attn_implementation='flash_attention_2'\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"attn_implementation='flash_attention_2'\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-only attention optimization\",\n  \"severity\": \"high\",\n  \"evidence\": \"attn_implementation='flash_attention_2'\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"from flash_attn import flash_attn_func\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-only attention optimization\",\n  \"severity\": \"high\",\n  \"evidence\": \"from flash_attn import flash_attn_func\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"from flash_attn import flash_attn_func\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-only attention optimization\",\n  \"severity\": \"high\",\n  \"evidence\": \"from flash_attn import flash_attn_func\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"requirements.txt\",\n  \"snippet\": \"from flash_attn import flash_attn_func\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"CUDA-only attention optimization\",\n  \"severity\": \"high\",\n  \"evidence\": \"from flash_attn import flash_attn_func\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"docker-compose.yml\",\n  \"snippet\": \"deploy:\\n  resources:\\n    reservations:\\n      devices:\\n        - driver: nvidia\\n          count: all\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Docker Compose GPU reservation\",\n  \"severity\": \"high\",\n  \"evidence\": \"deploy:\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"docker-compose.yml\",\n  \"snippet\": \"deploy:\\n  resources:\\n    reservations:\\n      devices:\\n        - driver: nvidia\\n          count: all\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Docker Compose GPU reservation\",\n  \"severity\": \"high\",\n  \"evidence\": \"deploy:\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"docker-compose.yml\",\n  \"snippet\": \"deploy:\\n  resources:\\n    reservations:\\n      devices:\\n        - driver: nvidia\\n          count: all\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Docker Compose GPU reservation\",\n  \"severity\": \"high\",\n  \"evidence\": \"deploy:\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"docker-compose.yml\",\n  \"snippet\": \"runtime: nvidia\\nenvironment:\\n  - NVIDIA_VISIBLE_DEVICES=all\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Docker Compose GPU reservation\",\n  \"severity\": \"high\",\n  \"evidence\": \"runtime: nvidia\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"docker-compose.yml\",\n  \"snippet\": \"runtime: nvidia\\nenvironment:\\n  - NVIDIA_VISIBLE_DEVICES=all\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Docker Compose GPU reservation\",\n  \"severity\": \"high\",\n  \"evidence\": \"runtime: nvidia\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"docker-compose.yml\",\n  \"snippet\": \"runtime: nvidia\\nenvironment:\\n  - NVIDIA_VISIBLE_DEVICES=all\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Docker Compose GPU reservation\",\n  \"severity\": \"high\",\n  \"evidence\": \"runtime: nvidia\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"docker-compose.yml\",\n  \"snippet\": \"device_requests:\\n  - driver: nvidia\\n    capabilities: [gpu]\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Docker Compose GPU reservation\",\n  \"severity\": \"high\",\n  \"evidence\": \"device_requests:\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"docker-compose.yml\",\n  \"snippet\": \"device_requests:\\n  - driver: nvidia\\n    capabilities: [gpu]\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Docker Compose GPU reservation\",\n  \"severity\": \"high\",\n  \"evidence\": \"device_requests:\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"docker-compose.yml\",\n  \"snippet\": \"device_requests:\\n  - driver: nvidia\\n    capabilities: [gpu]\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Docker Compose GPU reservation\",\n  \"severity\": \"high\",\n  \"evidence\": \"device_requests:\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"docker-compose.yml\",\n  \"snippet\": \"command: docker run --runtime=nvidia app\",\n  \"context\": \"first pass scan before planning\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Docker Compose GPU reservation\",\n  \"severity\": \"high\",\n  \"evidence\": \"command: docker run --runtime=nvidia app\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"docker-compose.yml\",\n  \"snippet\": \"command: docker run --runtime=nvidia app\",\n  \"context\": \"GitHub URL audit for a maintainer\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Docker Compose GPU reservation\",\n  \"severity\": \"high\",\n  \"evidence\": \"command: docker run --runtime=nvidia app\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Repo Doctor Agent. Inspect this repository evidence and identify CUDA/NVIDIA assumptions that need a ROCm migration handoff.\n\nEvidence:\n{\n  \"file\": \"docker-compose.yml\",\n  \"snippet\": \"command: docker run --runtime=nvidia app\",\n  \"context\": \"pre-demo readiness triage\"\n}"}, {"role": "assistant", "content": "{\n  \"detected_issue\": \"Docker Compose GPU reservation\",\n  \"severity\": \"high\",\n  \"evidence\": \"command: docker run --runtime=nvidia app\",\n  \"handoff\": \"Ask Migration Planner for a ROCm-safe recommendation and Build Runner for validation commands.\"\n}"}], "task": "repo_doctor"}
 {"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Planner Agent. Analyze this repository evidence and return a precise ROCm migration finding.\n\nEvidence:\n{\n  \"file\": \"Dockerfile\",\n  \"snippet\": \"FROM nvidia/cuda:12.4.1-runtime-ubuntu22.04\\nRUN pip install vllm torch\",\n  \"context\": \"case-1\"\n}"}, {"role": "assistant", "content": "{\n  \"finding\": \"The repository uses NVIDIA-specific container or runtime settings that will not run cleanly on AMD ROCm infrastructure.\",\n  \"recommendation\": \"Add a ROCm-specific runtime profile using a ROCm/vLLM image and move NVIDIA launch flags behind backend-specific scripts.\",\n  \"severity\": \"high\",\n  \"category\": \"NVIDIA container/runtime assumption\"\n}"}], "task": "migration_planner"}
 {"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Planner Agent. Analyze this repository evidence and return a precise ROCm migration finding.\n\nEvidence:\n{\n  \"file\": \"Dockerfile\",\n  \"snippet\": \"FROM nvcr.io/nvidia/pytorch:24.03-py3\\nCOPY . /workspace\",\n  \"context\": \"case-2\"\n}"}, {"role": "assistant", "content": "{\n  \"finding\": \"The repository uses NVIDIA-specific container or runtime settings that will not run cleanly on AMD ROCm infrastructure.\",\n  \"recommendation\": \"Add a ROCm-specific runtime profile using a ROCm/vLLM image and move NVIDIA launch flags behind backend-specific scripts.\",\n  \"severity\": \"high\",\n  \"category\": \"NVIDIA container/runtime assumption\"\n}"}], "task": "migration_planner"}
 {"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Planner Agent. Analyze this repository evidence and return a precise ROCm migration finding.\n\nEvidence:\n{\n  \"file\": \"Dockerfile\",\n  \"snippet\": \"docker run --gpus all -e NVIDIA_VISIBLE_DEVICES=all app:latest\",\n  \"context\": \"case-3\"\n}"}, {"role": "assistant", "content": "{\n  \"finding\": \"The repository uses NVIDIA-specific container or runtime settings that will not run cleanly on AMD ROCm infrastructure.\",\n  \"recommendation\": \"Add a ROCm-specific runtime profile using a ROCm/vLLM image and move NVIDIA launch flags behind backend-specific scripts.\",\n  \"severity\": \"high\",\n  \"category\": \"NVIDIA container/runtime assumption\"\n}"}], "task": "migration_planner"}
@@ -93,3 +225,73 @@
 {"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Memory Agent. Convert this agent discussion into a durable long-context memory that can be reused across later migration runs. Keep the memory precise and action-oriented.\n\nDiscussion:\n{\n  \"conversation\": [\n    \"Repo Doctor found nvidia-smi in scripts/healthcheck.sh.\",\n    \"Build Runner said this blocks AMD proof because rocm-smi or amd-smi is needed.\",\n    \"Report Agent must not claim live AMD validation until logs are captured.\"\n  ],\n  \"memory_scope\": \"cross-run ROCm migration memory\"\n}"}, {"role": "assistant", "content": "{\n  \"memory_write\": \"Store that NVIDIA monitoring commands must be replaced with AMD SMI evidence before the report claims ROCm validation.\",\n  \"reuse_rule\": \"Recall this memory in later reports or patch plans when the same blocker appears.\"\n}"}], "task": "memory_agent"}
 {"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Memory Agent. Convert this agent discussion into a durable long-context memory that can be reused across later migration runs. Keep the memory precise and action-oriented.\n\nDiscussion:\n{\n  \"conversation\": [\n    \"Migration Planner proposed deleting CUDA support entirely.\",\n    \"Build Runner objected because maintainers need dual-backend support.\",\n    \"Orchestrator chose separate ROCm files and profiles.\"\n  ],\n  \"memory_scope\": \"cross-run ROCm migration memory\"\n}"}, {"role": "assistant", "content": "{\n  \"memory_write\": \"Store that ROCmPilot should preserve CUDA as an optional backend and add separate ROCm paths instead of destructive rewrites.\",\n  \"reuse_rule\": \"Recall this memory in later reports or patch plans when the same blocker appears.\"\n}"}], "task": "memory_agent"}
 {"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Memory Agent. Convert this agent discussion into a durable long-context memory that can be reused across later migration runs. Keep the memory precise and action-oriented.\n\nDiscussion:\n{\n  \"conversation\": [\n    \"Benchmark Agent saw estimated MI300X numbers.\",\n    \"Report Agent asked how to label them.\",\n    \"Consensus: estimates are static profiles until AMD Developer Cloud logs exist.\"\n  ],\n  \"memory_scope\": \"cross-run ROCm migration memory\"\n}"}, {"role": "assistant", "content": "{\n  \"memory_write\": \"Store that estimated metrics must be labeled as static ROCmPilot profiles and replaced by live AMD logs when available.\",\n  \"reuse_rule\": \"Recall this memory in later reports or patch plans when the same blocker appears.\"\n}"}], "task": "memory_agent"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"developer\",\n  \"question\": \"Why does torch.cuda still appear on ROCm?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Explain that HIP-backed PyTorch intentionally exposes much of the torch.cuda API on ROCm, so the agent should inspect torch.version.hip, package wheels, container base image, and runtime logs before treating every torch.cuda call as a blocker.\",\n  \"must_do\": \"Separate API compatibility from NVIDIA-only assumptions.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"founder\",\n  \"question\": \"Why does torch.cuda still appear on ROCm?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Explain that HIP-backed PyTorch intentionally exposes much of the torch.cuda API on ROCm, so the agent should inspect torch.version.hip, package wheels, container base image, and runtime logs before treating every torch.cuda call as a blocker.\",\n  \"must_do\": \"Separate API compatibility from NVIDIA-only assumptions.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"infra lead\",\n  \"question\": \"Why does torch.cuda still appear on ROCm?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Explain that HIP-backed PyTorch intentionally exposes much of the torch.cuda API on ROCm, so the agent should inspect torch.version.hip, package wheels, container base image, and runtime logs before treating every torch.cuda call as a blocker.\",\n  \"must_do\": \"Separate API compatibility from NVIDIA-only assumptions.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"hackathon judge\",\n  \"question\": \"Why does torch.cuda still appear on ROCm?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Explain that HIP-backed PyTorch intentionally exposes much of the torch.cuda API on ROCm, so the agent should inspect torch.version.hip, package wheels, container base image, and runtime logs before treating every torch.cuda call as a blocker.\",\n  \"must_do\": \"Separate API compatibility from NVIDIA-only assumptions.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"developer\",\n  \"question\": \"Should I delete CUDA support when adding ROCm?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Recommend dual-backend support: preserve CUDA paths, add ROCm profiles, and make backend selection explicit through config, scripts, or containers.\",\n  \"must_do\": \"Avoid destructive migration advice.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"founder\",\n  \"question\": \"Should I delete CUDA support when adding ROCm?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Recommend dual-backend support: preserve CUDA paths, add ROCm profiles, and make backend selection explicit through config, scripts, or containers.\",\n  \"must_do\": \"Avoid destructive migration advice.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"infra lead\",\n  \"question\": \"Should I delete CUDA support when adding ROCm?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Recommend dual-backend support: preserve CUDA paths, add ROCm profiles, and make backend selection explicit through config, scripts, or containers.\",\n  \"must_do\": \"Avoid destructive migration advice.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"hackathon judge\",\n  \"question\": \"Should I delete CUDA support when adding ROCm?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Recommend dual-backend support: preserve CUDA paths, add ROCm profiles, and make backend selection explicit through config, scripts, or containers.\",\n  \"must_do\": \"Avoid destructive migration advice.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"developer\",\n  \"question\": \"How do I prove the model actually ran on AMD?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Ask for rocm-smi or amd-smi output, vLLM startup logs, model id, endpoint URL, one successful completion, and benchmark metadata with p50/p95 latency and tokens/sec.\",\n  \"must_do\": \"Require evidence before live AMD claims.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"founder\",\n  \"question\": \"How do I prove the model actually ran on AMD?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Ask for rocm-smi or amd-smi output, vLLM startup logs, model id, endpoint URL, one successful completion, and benchmark metadata with p50/p95 latency and tokens/sec.\",\n  \"must_do\": \"Require evidence before live AMD claims.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"infra lead\",\n  \"question\": \"How do I prove the model actually ran on AMD?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Ask for rocm-smi or amd-smi output, vLLM startup logs, model id, endpoint URL, one successful completion, and benchmark metadata with p50/p95 latency and tokens/sec.\",\n  \"must_do\": \"Require evidence before live AMD claims.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"hackathon judge\",\n  \"question\": \"How do I prove the model actually ran on AMD?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Ask for rocm-smi or amd-smi output, vLLM startup logs, model id, endpoint URL, one successful completion, and benchmark metadata with p50/p95 latency and tokens/sec.\",\n  \"must_do\": \"Require evidence before live AMD claims.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"developer\",\n  \"question\": \"What should replace nvidia-smi in health checks?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Use rocm-smi or amd-smi for AMD visibility while keeping nvidia-smi in a CUDA-specific profile if the project supports both backends.\",\n  \"must_do\": \"Preserve backend-specific health checks.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"founder\",\n  \"question\": \"What should replace nvidia-smi in health checks?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Use rocm-smi or amd-smi for AMD visibility while keeping nvidia-smi in a CUDA-specific profile if the project supports both backends.\",\n  \"must_do\": \"Preserve backend-specific health checks.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"infra lead\",\n  \"question\": \"What should replace nvidia-smi in health checks?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Use rocm-smi or amd-smi for AMD visibility while keeping nvidia-smi in a CUDA-specific profile if the project supports both backends.\",\n  \"must_do\": \"Preserve backend-specific health checks.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"hackathon judge\",\n  \"question\": \"What should replace nvidia-smi in health checks?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Use rocm-smi or amd-smi for AMD visibility while keeping nvidia-smi in a CUDA-specific profile if the project supports both backends.\",\n  \"must_do\": \"Preserve backend-specific health checks.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"developer\",\n  \"question\": \"Can I use vLLM on MI300X?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Guide the user toward ROCm-compatible vLLM images, conservative max model length, explicit model id, OpenAI-compatible serving, and captured logs for proof.\",\n  \"must_do\": \"Tie the answer to ROCm/vLLM operational evidence.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"founder\",\n  \"question\": \"Can I use vLLM on MI300X?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Guide the user toward ROCm-compatible vLLM images, conservative max model length, explicit model id, OpenAI-compatible serving, and captured logs for proof.\",\n  \"must_do\": \"Tie the answer to ROCm/vLLM operational evidence.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"infra lead\",\n  \"question\": \"Can I use vLLM on MI300X?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Guide the user toward ROCm-compatible vLLM images, conservative max model length, explicit model id, OpenAI-compatible serving, and captured logs for proof.\",\n  \"must_do\": \"Tie the answer to ROCm/vLLM operational evidence.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"hackathon judge\",\n  \"question\": \"Can I use vLLM on MI300X?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Guide the user toward ROCm-compatible vLLM images, conservative max model length, explicit model id, OpenAI-compatible serving, and captured logs for proof.\",\n  \"must_do\": \"Tie the answer to ROCm/vLLM operational evidence.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"developer\",\n  \"question\": \"Does a Hugging Face fallback weaken the AMD story?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Say no if it is framed honestly: fallback keeps the demo reliable, while AMD endpoint logs prove the upgraded path when available.\",\n  \"must_do\": \"Explain fallback without overstating AMD availability.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"founder\",\n  \"question\": \"Does a Hugging Face fallback weaken the AMD story?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Say no if it is framed honestly: fallback keeps the demo reliable, while AMD endpoint logs prove the upgraded path when available.\",\n  \"must_do\": \"Explain fallback without overstating AMD availability.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"infra lead\",\n  \"question\": \"Does a Hugging Face fallback weaken the AMD story?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Say no if it is framed honestly: fallback keeps the demo reliable, while AMD endpoint logs prove the upgraded path when available.\",\n  \"must_do\": \"Explain fallback without overstating AMD availability.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's CUDA/ROCm Coach Agent. Answer the user's question with practical migration guidance. Be accurate about HIP-backed torch.cuda behavior, fallback behavior, and AMD proof boundaries.\n\nQuestion:\n{\n  \"audience\": \"hackathon judge\",\n  \"question\": \"Does a Hugging Face fallback weaken the AMD story?\"\n}"}, {"role": "assistant", "content": "{\n  \"answer\": \"Say no if it is framed honestly: fallback keeps the demo reliable, while AMD endpoint logs prove the upgraded path when available.\",\n  \"must_do\": \"Explain fallback without overstating AMD availability.\",\n  \"tone\": \"direct, helpful, and honest about proof boundaries\"\n}"}], "task": "cuda_rocm_coach"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Endpoint Troubleshooter Agent. Diagnose this AMD ROCm/vLLM serving state and give a clear next step while keeping the Hugging Face fallback story honest.\n\nEndpoint state:\n{\n  \"stage\": \"local droplet test\",\n  \"status\": \"AMD_QWEN_BASE_URL configured but connection refused\"\n}"}, {"role": "assistant", "content": "{\n  \"diagnosis\": \"The droplet or vLLM server is down, blocked by firewall, or not listening on the expected port.\",\n  \"fix\": \"Verify the droplet is running, check docker ps, inspect vLLM logs, test /v1/models locally, then test the public URL.\",\n  \"fallback_rule\": \"If AMD fails, use Hugging Face before deterministic fallback and label the source truthfully.\"\n}"}], "task": "endpoint_troubleshooter"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Endpoint Troubleshooter Agent. Diagnose this AMD ROCm/vLLM serving state and give a clear next step while keeping the Hugging Face fallback story honest.\n\nEndpoint state:\n{\n  \"stage\": \"Vercel production report\",\n  \"status\": \"AMD_QWEN_BASE_URL configured but connection refused\"\n}"}, {"role": "assistant", "content": "{\n  \"diagnosis\": \"The droplet or vLLM server is down, blocked by firewall, or not listening on the expected port.\",\n  \"fix\": \"Verify the droplet is running, check docker ps, inspect vLLM logs, test /v1/models locally, then test the public URL.\",\n  \"fallback_rule\": \"If AMD fails, use Hugging Face before deterministic fallback and label the source truthfully.\"\n}"}], "task": "endpoint_troubleshooter"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Endpoint Troubleshooter Agent. Diagnose this AMD ROCm/vLLM serving state and give a clear next step while keeping the Hugging Face fallback story honest.\n\nEndpoint state:\n{\n  \"stage\": \"demo day fallback\",\n  \"status\": \"AMD_QWEN_BASE_URL configured but connection refused\"\n}"}, {"role": "assistant", "content": "{\n  \"diagnosis\": \"The droplet or vLLM server is down, blocked by firewall, or not listening on the expected port.\",\n  \"fix\": \"Verify the droplet is running, check docker ps, inspect vLLM logs, test /v1/models locally, then test the public URL.\",\n  \"fallback_rule\": \"If AMD fails, use Hugging Face before deterministic fallback and label the source truthfully.\"\n}"}], "task": "endpoint_troubleshooter"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Endpoint Troubleshooter Agent. Diagnose this AMD ROCm/vLLM serving state and give a clear next step while keeping the Hugging Face fallback story honest.\n\nEndpoint state:\n{\n  \"stage\": \"local droplet test\",\n  \"status\": \"AMD endpoint returns 401\"\n}"}, {"role": "assistant", "content": "{\n  \"diagnosis\": \"The configured AMD_QWEN_API_KEY does not match the vLLM server api key.\",\n  \"fix\": \"Rotate the server key or update Vercel's AMD_QWEN_API_KEY, then redeploy or redeploy the function environment.\",\n  \"fallback_rule\": \"If AMD fails, use Hugging Face before deterministic fallback and label the source truthfully.\"\n}"}], "task": "endpoint_troubleshooter"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Endpoint Troubleshooter Agent. Diagnose this AMD ROCm/vLLM serving state and give a clear next step while keeping the Hugging Face fallback story honest.\n\nEndpoint state:\n{\n  \"stage\": \"Vercel production report\",\n  \"status\": \"AMD endpoint returns 401\"\n}"}, {"role": "assistant", "content": "{\n  \"diagnosis\": \"The configured AMD_QWEN_API_KEY does not match the vLLM server api key.\",\n  \"fix\": \"Rotate the server key or update Vercel's AMD_QWEN_API_KEY, then redeploy or redeploy the function environment.\",\n  \"fallback_rule\": \"If AMD fails, use Hugging Face before deterministic fallback and label the source truthfully.\"\n}"}], "task": "endpoint_troubleshooter"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Endpoint Troubleshooter Agent. Diagnose this AMD ROCm/vLLM serving state and give a clear next step while keeping the Hugging Face fallback story honest.\n\nEndpoint state:\n{\n  \"stage\": \"demo day fallback\",\n  \"status\": \"AMD endpoint returns 401\"\n}"}, {"role": "assistant", "content": "{\n  \"diagnosis\": \"The configured AMD_QWEN_API_KEY does not match the vLLM server api key.\",\n  \"fix\": \"Rotate the server key or update Vercel's AMD_QWEN_API_KEY, then redeploy or redeploy the function environment.\",\n  \"fallback_rule\": \"If AMD fails, use Hugging Face before deterministic fallback and label the source truthfully.\"\n}"}], "task": "endpoint_troubleshooter"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Endpoint Troubleshooter Agent. Diagnose this AMD ROCm/vLLM serving state and give a clear next step while keeping the Hugging Face fallback story honest.\n\nEndpoint state:\n{\n  \"stage\": \"local droplet test\",\n  \"status\": \"AMD endpoint times out then HF works\"\n}"}, {"role": "assistant", "content": "{\n  \"diagnosis\": \"Fallback is behaving correctly; the AMD path is unavailable or too slow for the report timeout.\",\n  \"fix\": \"Keep HF fallback active for demos and only claim AMD-connected reports after the Report Agent source is amd-vllm.\",\n  \"fallback_rule\": \"If AMD fails, use Hugging Face before deterministic fallback and label the source truthfully.\"\n}"}], "task": "endpoint_troubleshooter"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Endpoint Troubleshooter Agent. Diagnose this AMD ROCm/vLLM serving state and give a clear next step while keeping the Hugging Face fallback story honest.\n\nEndpoint state:\n{\n  \"stage\": \"Vercel production report\",\n  \"status\": \"AMD endpoint times out then HF works\"\n}"}, {"role": "assistant", "content": "{\n  \"diagnosis\": \"Fallback is behaving correctly; the AMD path is unavailable or too slow for the report timeout.\",\n  \"fix\": \"Keep HF fallback active for demos and only claim AMD-connected reports after the Report Agent source is amd-vllm.\",\n  \"fallback_rule\": \"If AMD fails, use Hugging Face before deterministic fallback and label the source truthfully.\"\n}"}], "task": "endpoint_troubleshooter"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Endpoint Troubleshooter Agent. Diagnose this AMD ROCm/vLLM serving state and give a clear next step while keeping the Hugging Face fallback story honest.\n\nEndpoint state:\n{\n  \"stage\": \"demo day fallback\",\n  \"status\": \"AMD endpoint times out then HF works\"\n}"}, {"role": "assistant", "content": "{\n  \"diagnosis\": \"Fallback is behaving correctly; the AMD path is unavailable or too slow for the report timeout.\",\n  \"fix\": \"Keep HF fallback active for demos and only claim AMD-connected reports after the Report Agent source is amd-vllm.\",\n  \"fallback_rule\": \"If AMD fails, use Hugging Face before deterministic fallback and label the source truthfully.\"\n}"}], "task": "endpoint_troubleshooter"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Endpoint Troubleshooter Agent. Diagnose this AMD ROCm/vLLM serving state and give a clear next step while keeping the Hugging Face fallback story honest.\n\nEndpoint state:\n{\n  \"stage\": \"local droplet test\",\n  \"status\": \"Model id mismatch between app and vLLM\"\n}"}, {"role": "assistant", "content": "{\n  \"diagnosis\": \"The app sent a model name that vLLM did not serve.\",\n  \"fix\": \"Set AMD_QWEN_MODEL to the exact served model id from /v1/models.\",\n  \"fallback_rule\": \"If AMD fails, use Hugging Face before deterministic fallback and label the source truthfully.\"\n}"}], "task": "endpoint_troubleshooter"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Endpoint Troubleshooter Agent. Diagnose this AMD ROCm/vLLM serving state and give a clear next step while keeping the Hugging Face fallback story honest.\n\nEndpoint state:\n{\n  \"stage\": \"Vercel production report\",\n  \"status\": \"Model id mismatch between app and vLLM\"\n}"}, {"role": "assistant", "content": "{\n  \"diagnosis\": \"The app sent a model name that vLLM did not serve.\",\n  \"fix\": \"Set AMD_QWEN_MODEL to the exact served model id from /v1/models.\",\n  \"fallback_rule\": \"If AMD fails, use Hugging Face before deterministic fallback and label the source truthfully.\"\n}"}], "task": "endpoint_troubleshooter"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Endpoint Troubleshooter Agent. Diagnose this AMD ROCm/vLLM serving state and give a clear next step while keeping the Hugging Face fallback story honest.\n\nEndpoint state:\n{\n  \"stage\": \"demo day fallback\",\n  \"status\": \"Model id mismatch between app and vLLM\"\n}"}, {"role": "assistant", "content": "{\n  \"diagnosis\": \"The app sent a model name that vLLM did not serve.\",\n  \"fix\": \"Set AMD_QWEN_MODEL to the exact served model id from /v1/models.\",\n  \"fallback_rule\": \"If AMD fails, use Hugging Face before deterministic fallback and label the source truthfully.\"\n}"}], "task": "endpoint_troubleshooter"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Endpoint Troubleshooter Agent. Diagnose this AMD ROCm/vLLM serving state and give a clear next step while keeping the Hugging Face fallback story honest.\n\nEndpoint state:\n{\n  \"stage\": \"local droplet test\",\n  \"status\": \"vLLM loads but OOMs on first request\"\n}"}, {"role": "assistant", "content": "{\n  \"diagnosis\": \"The serving profile is too aggressive for the selected model length, batch shape, or GPU memory utilization.\",\n  \"fix\": \"Reduce max model length, lower gpu memory utilization, use a smaller Qwen model, and capture the new startup logs.\",\n  \"fallback_rule\": \"If AMD fails, use Hugging Face before deterministic fallback and label the source truthfully.\"\n}"}], "task": "endpoint_troubleshooter"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Endpoint Troubleshooter Agent. Diagnose this AMD ROCm/vLLM serving state and give a clear next step while keeping the Hugging Face fallback story honest.\n\nEndpoint state:\n{\n  \"stage\": \"Vercel production report\",\n  \"status\": \"vLLM loads but OOMs on first request\"\n}"}, {"role": "assistant", "content": "{\n  \"diagnosis\": \"The serving profile is too aggressive for the selected model length, batch shape, or GPU memory utilization.\",\n  \"fix\": \"Reduce max model length, lower gpu memory utilization, use a smaller Qwen model, and capture the new startup logs.\",\n  \"fallback_rule\": \"If AMD fails, use Hugging Face before deterministic fallback and label the source truthfully.\"\n}"}], "task": "endpoint_troubleshooter"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Endpoint Troubleshooter Agent. Diagnose this AMD ROCm/vLLM serving state and give a clear next step while keeping the Hugging Face fallback story honest.\n\nEndpoint state:\n{\n  \"stage\": \"demo day fallback\",\n  \"status\": \"vLLM loads but OOMs on first request\"\n}"}, {"role": "assistant", "content": "{\n  \"diagnosis\": \"The serving profile is too aggressive for the selected model length, batch shape, or GPU memory utilization.\",\n  \"fix\": \"Reduce max model length, lower gpu memory utilization, use a smaller Qwen model, and capture the new startup logs.\",\n  \"fallback_rule\": \"If AMD fails, use Hugging Face before deterministic fallback and label the source truthfully.\"\n}"}], "task": "endpoint_troubleshooter"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Kit Agent. Decide what downloadable files, patch previews, and validation steps belong in the user's ROCm migration kit. Do not claim upstream files were changed.\n\nRepo profile:\n{\n  \"repo_profile\": \"small PyTorch inference repo with hardcoded .cuda() calls\",\n  \"output_format\": \"downloadable markdown\"\n}"}, {"role": "assistant", "content": "{\n  \"kit_sections\": [\n    \"device resolver module\",\n    \"ROCm smoke test command\",\n    \"patch preview replacing .cuda() with .to(device)\",\n    \"README note about HIP-backed torch.cuda behavior\"\n  ],\n  \"safety_boundary\": \"Generate files and patch previews for review; do not claim the upstream repo was modified.\"\n}"}], "task": "migration_kit"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Kit Agent. Decide what downloadable files, patch previews, and validation steps belong in the user's ROCm migration kit. Do not claim upstream files were changed.\n\nRepo profile:\n{\n  \"repo_profile\": \"small PyTorch inference repo with hardcoded .cuda() calls\",\n  \"output_format\": \"maintainer checklist\"\n}"}, {"role": "assistant", "content": "{\n  \"kit_sections\": [\n    \"device resolver module\",\n    \"ROCm smoke test command\",\n    \"patch preview replacing .cuda() with .to(device)\",\n    \"README note about HIP-backed torch.cuda behavior\"\n  ],\n  \"safety_boundary\": \"Generate files and patch previews for review; do not claim the upstream repo was modified.\"\n}"}], "task": "migration_kit"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Kit Agent. Decide what downloadable files, patch previews, and validation steps belong in the user's ROCm migration kit. Do not claim upstream files were changed.\n\nRepo profile:\n{\n  \"repo_profile\": \"small PyTorch inference repo with hardcoded .cuda() calls\",\n  \"output_format\": \"patch preview package\"\n}"}, {"role": "assistant", "content": "{\n  \"kit_sections\": [\n    \"device resolver module\",\n    \"ROCm smoke test command\",\n    \"patch preview replacing .cuda() with .to(device)\",\n    \"README note about HIP-backed torch.cuda behavior\"\n  ],\n  \"safety_boundary\": \"Generate files and patch previews for review; do not claim the upstream repo was modified.\"\n}"}], "task": "migration_kit"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Kit Agent. Decide what downloadable files, patch previews, and validation steps belong in the user's ROCm migration kit. Do not claim upstream files were changed.\n\nRepo profile:\n{\n  \"repo_profile\": \"vLLM serving repo using nvidia/cuda Docker base\",\n  \"output_format\": \"downloadable markdown\"\n}"}, {"role": "assistant", "content": "{\n  \"kit_sections\": [\n    \"Dockerfile.rocm\",\n    \"serve-rocm.sh\",\n    \"OpenAI-compatible curl test\",\n    \"vLLM startup log checklist\"\n  ],\n  \"safety_boundary\": \"Generate files and patch previews for review; do not claim the upstream repo was modified.\"\n}"}], "task": "migration_kit"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Kit Agent. Decide what downloadable files, patch previews, and validation steps belong in the user's ROCm migration kit. Do not claim upstream files were changed.\n\nRepo profile:\n{\n  \"repo_profile\": \"vLLM serving repo using nvidia/cuda Docker base\",\n  \"output_format\": \"maintainer checklist\"\n}"}, {"role": "assistant", "content": "{\n  \"kit_sections\": [\n    \"Dockerfile.rocm\",\n    \"serve-rocm.sh\",\n    \"OpenAI-compatible curl test\",\n    \"vLLM startup log checklist\"\n  ],\n  \"safety_boundary\": \"Generate files and patch previews for review; do not claim the upstream repo was modified.\"\n}"}], "task": "migration_kit"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Kit Agent. Decide what downloadable files, patch previews, and validation steps belong in the user's ROCm migration kit. Do not claim upstream files were changed.\n\nRepo profile:\n{\n  \"repo_profile\": \"vLLM serving repo using nvidia/cuda Docker base\",\n  \"output_format\": \"patch preview package\"\n}"}, {"role": "assistant", "content": "{\n  \"kit_sections\": [\n    \"Dockerfile.rocm\",\n    \"serve-rocm.sh\",\n    \"OpenAI-compatible curl test\",\n    \"vLLM startup log checklist\"\n  ],\n  \"safety_boundary\": \"Generate files and patch previews for review; do not claim the upstream repo was modified.\"\n}"}], "task": "migration_kit"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Kit Agent. Decide what downloadable files, patch previews, and validation steps belong in the user's ROCm migration kit. Do not claim upstream files were changed.\n\nRepo profile:\n{\n  \"repo_profile\": \"benchmark repo with only average latency\",\n  \"output_format\": \"downloadable markdown\"\n}"}, {"role": "assistant", "content": "{\n  \"kit_sections\": [\n    \"benchmark_rocm.py\",\n    \"p50 and p95 latency fields\",\n    \"tokens/sec output\",\n    \"backend and GPU metadata capture\"\n  ],\n  \"safety_boundary\": \"Generate files and patch previews for review; do not claim the upstream repo was modified.\"\n}"}], "task": "migration_kit"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Kit Agent. Decide what downloadable files, patch previews, and validation steps belong in the user's ROCm migration kit. Do not claim upstream files were changed.\n\nRepo profile:\n{\n  \"repo_profile\": \"benchmark repo with only average latency\",\n  \"output_format\": \"maintainer checklist\"\n}"}, {"role": "assistant", "content": "{\n  \"kit_sections\": [\n    \"benchmark_rocm.py\",\n    \"p50 and p95 latency fields\",\n    \"tokens/sec output\",\n    \"backend and GPU metadata capture\"\n  ],\n  \"safety_boundary\": \"Generate files and patch previews for review; do not claim the upstream repo was modified.\"\n}"}], "task": "migration_kit"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Kit Agent. Decide what downloadable files, patch previews, and validation steps belong in the user's ROCm migration kit. Do not claim upstream files were changed.\n\nRepo profile:\n{\n  \"repo_profile\": \"benchmark repo with only average latency\",\n  \"output_format\": \"patch preview package\"\n}"}, {"role": "assistant", "content": "{\n  \"kit_sections\": [\n    \"benchmark_rocm.py\",\n    \"p50 and p95 latency fields\",\n    \"tokens/sec output\",\n    \"backend and GPU metadata capture\"\n  ],\n  \"safety_boundary\": \"Generate files and patch previews for review; do not claim the upstream repo was modified.\"\n}"}], "task": "migration_kit"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Kit Agent. Decide what downloadable files, patch previews, and validation steps belong in the user's ROCm migration kit. Do not claim upstream files were changed.\n\nRepo profile:\n{\n  \"repo_profile\": \"Docker Compose stack reserving driver: nvidia\",\n  \"output_format\": \"downloadable markdown\"\n}"}, {"role": "assistant", "content": "{\n  \"kit_sections\": [\n    \"compose.rocm.yml\",\n    \"backend-specific environment variables\",\n    \"AMD device visibility command\",\n    \"dual-backend launch instructions\"\n  ],\n  \"safety_boundary\": \"Generate files and patch previews for review; do not claim the upstream repo was modified.\"\n}"}], "task": "migration_kit"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Kit Agent. Decide what downloadable files, patch previews, and validation steps belong in the user's ROCm migration kit. Do not claim upstream files were changed.\n\nRepo profile:\n{\n  \"repo_profile\": \"Docker Compose stack reserving driver: nvidia\",\n  \"output_format\": \"maintainer checklist\"\n}"}, {"role": "assistant", "content": "{\n  \"kit_sections\": [\n    \"compose.rocm.yml\",\n    \"backend-specific environment variables\",\n    \"AMD device visibility command\",\n    \"dual-backend launch instructions\"\n  ],\n  \"safety_boundary\": \"Generate files and patch previews for review; do not claim the upstream repo was modified.\"\n}"}], "task": "migration_kit"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Kit Agent. Decide what downloadable files, patch previews, and validation steps belong in the user's ROCm migration kit. Do not claim upstream files were changed.\n\nRepo profile:\n{\n  \"repo_profile\": \"Docker Compose stack reserving driver: nvidia\",\n  \"output_format\": \"patch preview package\"\n}"}, {"role": "assistant", "content": "{\n  \"kit_sections\": [\n    \"compose.rocm.yml\",\n    \"backend-specific environment variables\",\n    \"AMD device visibility command\",\n    \"dual-backend launch instructions\"\n  ],\n  \"safety_boundary\": \"Generate files and patch previews for review; do not claim the upstream repo was modified.\"\n}"}], "task": "migration_kit"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Kit Agent. Decide what downloadable files, patch previews, and validation steps belong in the user's ROCm migration kit. Do not claim upstream files were changed.\n\nRepo profile:\n{\n  \"repo_profile\": \"repo with CUDAExtension and .cu kernels\",\n  \"output_format\": \"downloadable markdown\"\n}"}, {"role": "assistant", "content": "{\n  \"kit_sections\": [\n    \"backend-gated extension build\",\n    \"ROCm compatibility warning\",\n    \"prebuilt wheel fallback option\",\n    \"HIP porting TODO list\"\n  ],\n  \"safety_boundary\": \"Generate files and patch previews for review; do not claim the upstream repo was modified.\"\n}"}], "task": "migration_kit"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Kit Agent. Decide what downloadable files, patch previews, and validation steps belong in the user's ROCm migration kit. Do not claim upstream files were changed.\n\nRepo profile:\n{\n  \"repo_profile\": \"repo with CUDAExtension and .cu kernels\",\n  \"output_format\": \"maintainer checklist\"\n}"}, {"role": "assistant", "content": "{\n  \"kit_sections\": [\n    \"backend-gated extension build\",\n    \"ROCm compatibility warning\",\n    \"prebuilt wheel fallback option\",\n    \"HIP porting TODO list\"\n  ],\n  \"safety_boundary\": \"Generate files and patch previews for review; do not claim the upstream repo was modified.\"\n}"}], "task": "migration_kit"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Migration Kit Agent. Decide what downloadable files, patch previews, and validation steps belong in the user's ROCm migration kit. Do not claim upstream files were changed.\n\nRepo profile:\n{\n  \"repo_profile\": \"repo with CUDAExtension and .cu kernels\",\n  \"output_format\": \"patch preview package\"\n}"}, {"role": "assistant", "content": "{\n  \"kit_sections\": [\n    \"backend-gated extension build\",\n    \"ROCm compatibility warning\",\n    \"prebuilt wheel fallback option\",\n    \"HIP porting TODO list\"\n  ],\n  \"safety_boundary\": \"Generate files and patch previews for review; do not claim the upstream repo was modified.\"\n}"}], "task": "migration_kit"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Repo Doctor\",\n  \"helpers\": [\n    \"Migration Planner\",\n    \"Build Runner\"\n  ],\n  \"topic\": \"Dockerfile uses nvidia/cuda and the launch script uses --gpus all.\",\n  \"constraint\": \"ask at least two helper agents before finalizing\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Repo Doctor leads, asks Migration Planner, Build Runner, resolves objections, and records memory.\",\n  \"consensus\": \"Keep the NVIDIA path as a CUDA profile, add a ROCm Dockerfile and serve script, and ask Build Runner to verify AMD container startup.\",\n  \"next_action\": \"ask at least two helper agents before finalizing\"\n}"}], "task": "agent_discussion"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Repo Doctor\",\n  \"helpers\": [\n    \"Migration Planner\",\n    \"Build Runner\"\n  ],\n  \"topic\": \"Dockerfile uses nvidia/cuda and the launch script uses --gpus all.\",\n  \"constraint\": \"store the reusable decision in memory\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Repo Doctor leads, asks Migration Planner, Build Runner, resolves objections, and records memory.\",\n  \"consensus\": \"Keep the NVIDIA path as a CUDA profile, add a ROCm Dockerfile and serve script, and ask Build Runner to verify AMD container startup.\",\n  \"next_action\": \"store the reusable decision in memory\"\n}"}], "task": "agent_discussion"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Repo Doctor\",\n  \"helpers\": [\n    \"Migration Planner\",\n    \"Build Runner\"\n  ],\n  \"topic\": \"Dockerfile uses nvidia/cuda and the launch script uses --gpus all.\",\n  \"constraint\": \"separate live proof from fallback behavior\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Repo Doctor leads, asks Migration Planner, Build Runner, resolves objections, and records memory.\",\n  \"consensus\": \"Keep the NVIDIA path as a CUDA profile, add a ROCm Dockerfile and serve script, and ask Build Runner to verify AMD container startup.\",\n  \"next_action\": \"separate live proof from fallback behavior\"\n}"}], "task": "agent_discussion"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Repo Doctor\",\n  \"helpers\": [\n    \"Migration Planner\",\n    \"Build Runner\"\n  ],\n  \"topic\": \"Dockerfile uses nvidia/cuda and the launch script uses --gpus all.\",\n  \"constraint\": \"produce one owner and one next action\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Repo Doctor leads, asks Migration Planner, Build Runner, resolves objections, and records memory.\",\n  \"consensus\": \"Keep the NVIDIA path as a CUDA profile, add a ROCm Dockerfile and serve script, and ask Build Runner to verify AMD container startup.\",\n  \"next_action\": \"produce one owner and one next action\"\n}"}], "task": "agent_discussion"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Benchmark Agent\",\n  \"helpers\": [\n    \"Report Agent\",\n    \"Memory Agent\"\n  ],\n  \"topic\": \"The app has only estimated throughput numbers.\",\n  \"constraint\": \"ask at least two helper agents before finalizing\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Benchmark Agent leads, asks Report Agent, Memory Agent, resolves objections, and records memory.\",\n  \"consensus\": \"Report estimates as planning profiles, store the proof boundary in memory, and require live vLLM plus ROCm logs before claiming AMD measurements.\",\n  \"next_action\": \"ask at least two helper agents before finalizing\"\n}"}], "task": "agent_discussion"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Benchmark Agent\",\n  \"helpers\": [\n    \"Report Agent\",\n    \"Memory Agent\"\n  ],\n  \"topic\": \"The app has only estimated throughput numbers.\",\n  \"constraint\": \"store the reusable decision in memory\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Benchmark Agent leads, asks Report Agent, Memory Agent, resolves objections, and records memory.\",\n  \"consensus\": \"Report estimates as planning profiles, store the proof boundary in memory, and require live vLLM plus ROCm logs before claiming AMD measurements.\",\n  \"next_action\": \"store the reusable decision in memory\"\n}"}], "task": "agent_discussion"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Benchmark Agent\",\n  \"helpers\": [\n    \"Report Agent\",\n    \"Memory Agent\"\n  ],\n  \"topic\": \"The app has only estimated throughput numbers.\",\n  \"constraint\": \"separate live proof from fallback behavior\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Benchmark Agent leads, asks Report Agent, Memory Agent, resolves objections, and records memory.\",\n  \"consensus\": \"Report estimates as planning profiles, store the proof boundary in memory, and require live vLLM plus ROCm logs before claiming AMD measurements.\",\n  \"next_action\": \"separate live proof from fallback behavior\"\n}"}], "task": "agent_discussion"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Benchmark Agent\",\n  \"helpers\": [\n    \"Report Agent\",\n    \"Memory Agent\"\n  ],\n  \"topic\": \"The app has only estimated throughput numbers.\",\n  \"constraint\": \"produce one owner and one next action\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Benchmark Agent leads, asks Report Agent, Memory Agent, resolves objections, and records memory.\",\n  \"consensus\": \"Report estimates as planning profiles, store the proof boundary in memory, and require live vLLM plus ROCm logs before claiming AMD measurements.\",\n  \"next_action\": \"produce one owner and one next action\"\n}"}], "task": "agent_discussion"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Migration Planner\",\n  \"helpers\": [\n    \"CUDA/ROCm Coach\",\n    \"Migration Kit Agent\"\n  ],\n  \"topic\": \"torch.cuda appears throughout the repo but PyTorch on ROCm may still expose that API.\",\n  \"constraint\": \"ask at least two helper agents before finalizing\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Migration Planner leads, asks CUDA/ROCm Coach, Migration Kit Agent, resolves objections, and records memory.\",\n  \"consensus\": \"Do not blindly replace every torch.cuda symbol; add backend detection, inspect torch.version.hip, and patch only NVIDIA-only assumptions.\",\n  \"next_action\": \"ask at least two helper agents before finalizing\"\n}"}], "task": "agent_discussion"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Migration Planner\",\n  \"helpers\": [\n    \"CUDA/ROCm Coach\",\n    \"Migration Kit Agent\"\n  ],\n  \"topic\": \"torch.cuda appears throughout the repo but PyTorch on ROCm may still expose that API.\",\n  \"constraint\": \"store the reusable decision in memory\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Migration Planner leads, asks CUDA/ROCm Coach, Migration Kit Agent, resolves objections, and records memory.\",\n  \"consensus\": \"Do not blindly replace every torch.cuda symbol; add backend detection, inspect torch.version.hip, and patch only NVIDIA-only assumptions.\",\n  \"next_action\": \"store the reusable decision in memory\"\n}"}], "task": "agent_discussion"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Migration Planner\",\n  \"helpers\": [\n    \"CUDA/ROCm Coach\",\n    \"Migration Kit Agent\"\n  ],\n  \"topic\": \"torch.cuda appears throughout the repo but PyTorch on ROCm may still expose that API.\",\n  \"constraint\": \"separate live proof from fallback behavior\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Migration Planner leads, asks CUDA/ROCm Coach, Migration Kit Agent, resolves objections, and records memory.\",\n  \"consensus\": \"Do not blindly replace every torch.cuda symbol; add backend detection, inspect torch.version.hip, and patch only NVIDIA-only assumptions.\",\n  \"next_action\": \"separate live proof from fallback behavior\"\n}"}], "task": "agent_discussion"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Migration Planner\",\n  \"helpers\": [\n    \"CUDA/ROCm Coach\",\n    \"Migration Kit Agent\"\n  ],\n  \"topic\": \"torch.cuda appears throughout the repo but PyTorch on ROCm may still expose that API.\",\n  \"constraint\": \"produce one owner and one next action\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Migration Planner leads, asks CUDA/ROCm Coach, Migration Kit Agent, resolves objections, and records memory.\",\n  \"consensus\": \"Do not blindly replace every torch.cuda symbol; add backend detection, inspect torch.version.hip, and patch only NVIDIA-only assumptions.\",\n  \"next_action\": \"produce one owner and one next action\"\n}"}], "task": "agent_discussion"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Report Agent\",\n  \"helpers\": [\n    \"Repo Doctor\",\n    \"Benchmark Agent\"\n  ],\n  \"topic\": \"The user wants a judge-ready report after AMD endpoint setup.\",\n  \"constraint\": \"ask at least two helper agents before finalizing\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Report Agent leads, asks Repo Doctor, Benchmark Agent, resolves objections, and records memory.\",\n  \"consensus\": \"Mention Report Agent source only if it is amd-vllm, include model id and endpoint evidence, and avoid workload benchmark claims unless benchmark logs exist.\",\n  \"next_action\": \"ask at least two helper agents before finalizing\"\n}"}], "task": "agent_discussion"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Report Agent\",\n  \"helpers\": [\n    \"Repo Doctor\",\n    \"Benchmark Agent\"\n  ],\n  \"topic\": \"The user wants a judge-ready report after AMD endpoint setup.\",\n  \"constraint\": \"store the reusable decision in memory\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Report Agent leads, asks Repo Doctor, Benchmark Agent, resolves objections, and records memory.\",\n  \"consensus\": \"Mention Report Agent source only if it is amd-vllm, include model id and endpoint evidence, and avoid workload benchmark claims unless benchmark logs exist.\",\n  \"next_action\": \"store the reusable decision in memory\"\n}"}], "task": "agent_discussion"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Report Agent\",\n  \"helpers\": [\n    \"Repo Doctor\",\n    \"Benchmark Agent\"\n  ],\n  \"topic\": \"The user wants a judge-ready report after AMD endpoint setup.\",\n  \"constraint\": \"separate live proof from fallback behavior\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Report Agent leads, asks Repo Doctor, Benchmark Agent, resolves objections, and records memory.\",\n  \"consensus\": \"Mention Report Agent source only if it is amd-vllm, include model id and endpoint evidence, and avoid workload benchmark claims unless benchmark logs exist.\",\n  \"next_action\": \"separate live proof from fallback behavior\"\n}"}], "task": "agent_discussion"}
+{"messages": [{"role": "system", "content": "You are ROCmPilot, an expert agent for migrating PyTorch and vLLM workloads from CUDA/NVIDIA assumptions to AMD ROCm readiness."}, {"role": "user", "content": "You are ROCmPilot's Agent Orchestrator. Simulate a useful multi-agent discussion where one lead agent asks helpers for input, resolves objections, and stores the reusable decision in memory.\n\nDiscussion request:\n{\n  \"lead\": \"Report Agent\",\n  \"helpers\": [\n    \"Repo Doctor\",\n    \"Benchmark Agent\"\n  ],\n  \"topic\": \"The user wants a judge-ready report after AMD endpoint setup.\",\n  \"constraint\": \"produce one owner and one next action\"\n}"}, {"role": "assistant", "content": "{\n  \"discussion_pattern\": \"Report Agent leads, asks Repo Doctor, Benchmark Agent, resolves objections, and records memory.\",\n  \"consensus\": \"Mention Report Agent source only if it is amd-vllm, include model id and endpoint evidence, and avoid workload benchmark claims unless benchmark logs exist.\",\n  \"next_action\": \"produce one owner and one next action\"\n}"}], "task": "agent_discussion"}