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    "cd <host-path> && ls -la && cat README* 2>/dev/null | head -300",
    "cd <host-path> && git log -1 --oneline 2>/dev/null; ls .github/workflows 2>/dev/null; echo \"CDP=$CDP_URL $<env-var>\"; which node npm python3 pip3 uv 2>&1",
    "uname -m; python3 --version; python3 -m pip --version 2>&1 | head -2; cd /tmp && python3 -m venv <host-path> 2>&1 | tail -3; <host-path> install -q --upgrade pip 2>&1 | tail -3; <host-path> install moonclip 2>&1 | tail -15",
    "sudo DEBIAN_FRONTEND=noninteractive apt-get install -y -q python3-venv python3-pip >/tmp/apt.log 2>&1; echo \"apt rc=$?\"; tail -3 /tmp/apt.log; rm -rf <host-path>; python3 -m venv <host-path> && <host-path> install -q --upgrade pip 2>&1 | tail -3; <host-path> install moonclip 2>&1 | tail -15",
    "sudo apt-get update -q >/tmp/aptu.log 2>&1; echo \"update rc=$?\"; sudo DEBIAN_FRONTEND=noninteractive apt-get install -y -q python3.12-venv python3-pip >/tmp/apt.log 2>&1; echo \"apt rc=$?\"; tail -3 /tmp/apt.log; rm -rf <host-path>; python3 -m venv <host-path> && <host-path> install -q --upgrade pip 2>&1 | tail -3; <host-path> install moonclip 2>&1 | tail -15",
    "cd <host-path> && ls examples bench; <host-path> -c \"import torch\" 2>&1 | tail -1; grep -n \"run:\" -A3 .github/workflows/checks.yml | head -40; <host-path> -c \"import moonclip,sys;print(moonclip.__file__, dir(moonclip))\"",
    "cd <host-path> && export NODE_USE_ENV_PROXY=1 && timeout 900 <host-path> install -q torch --index-url https://download.pytorch.org/whl/cpu > /tmp/torch.log 2>&1; echo \"rc=$?\"; tail -3 /tmp/torch.log; <host-path> -c \"import torch;print(torch.__version__)\" 2>&1 | tail -1; head -40 bench/benchmark_checkpoints.py",
    "cd <host-path> && timeout 900 <host-path> install -q safetensors accelerate pytorch-lightning > /tmp/extra.log 2>&1; echo \"rc=$?\"; tail -3 /tmp/extra.log; grep -n \"add_argument\\|^import\\|^from\" bench/benchmark_checkpoints.py | head -30; grep -n \"out\\|dir\" bench/benchmark_checkpoints.py | grep -i \"default\\|add_argument\\|tmp\\|mkdtemp\" | head",
    "cd <host-path> && sed -n 705,760p bench/benchmark_checkpoints.py; ls -d bench_checkpoints 2>/dev/null; echo \"---\"; timeout 900 <host-path> bench/benchmark_checkpoints.py --n-saves 2 --methods moonclip --output-dir <host-path> > /tmp/bench.log 2>&1; echo \"rc=$?\"; tail -30 /tmp/bench.log",
    "cd <host-path> && mkdir -p .coldpass && rm -rf .coldpass/bench_out && cat > .coldpass/probe.json <<'EOF'\n{\"kind\":\"cli\",\"argv\":[\"<host-path>\",\"bench/benchmark_checkpoints.py\",\"--n-saves\",\"2\",\"--methods\",\"moonclip\",\"--output-dir\",\"<host-path>\"],\"cwd\":\"<host-path>\",\"stdin\":\"\",\"env\":{}}\nEOF\ncat > .coldpass/report.json <<'EOF'\n{\"outcome\":\"working\",\"operation\":\"Ran bench/benchmark_checkpoints.py (README 'Benchmarks' section) for moonclip: 2 saves of MiniGPT 41.7M params, reloaded and verified (OK check passed).\",\"operation_scope\":\"Moonclip checkpoint save/load on CPU only, moonclip method only (no torch.save/safetensors comparison runs). Installed from PyPI wheel, not built from the pinned commit.\",\"steps\":[\"apt-get install python3.12-venv python3-pip (after apt-get update)\",\"python3 -m venv <host-path>\",\"pip install --upgrade pip\",\"pip install moonclip (0.2.3 wheel, README Installation)\",\"pip install torch --index-url https://download.pytorch.org/whl/cpu (2.14.1+cpu)\",\"pip install safetensors accelerate pytorch-lightning (benchmark usage line)\",\"python bench/benchmark_checkpoints.py --n-saves 2 --methods moonclip --output-dir .../.coldpass/bench_out\"],\"deviations\":[\"README 'Installation' says pip install moonclip; the pinned commit a856d0d was not built from source (needs maturin and a Rust 1.98.1 toolchain). The PyPI wheel 0.2.3 was used instead.\",\"Guest had no ensurepip: python3 -m venv failed; installed python3.12-venv and python3-pip via apt.\",\"torch was installed from the CPU index, since the benchmark needs torch and the guest has no GPU.\",\"Did not run cargo test, clippy, pytest or other CI suites, per task instructions.\"],\"stuck_step\":null,\"main_blocker\":null,\"suggested_fix\":null}\nEOF\n<env-var>=<host-path> python3 -I <host-path> --validate; echo \"rc=$?\""
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