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          "-filter",
          "species = 'Adelie', body_mass_g > 3500",
          "-mutate",
          "mass_kg = body_mass_g / 1000",
          "-arrange",
          "mass_kg desc",
          "-select",
          "species,island,mass_kg",
          "-o"
        ],
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  "steps": [
    "cd <host-path> && git log --oneline -1 2>/dev/null; ls -la; cat README* 2>/dev/null | head -200",
    "cat <host-path> | head -150; ls -la <host-path> 2>/dev/null",
    "cd <host-path> && cat readme.md",
    "cd <host-path> && python3 --version && (python3 -m venv <host-path> 2>&1 || (apt-get update -qq && apt-get install -y -qq python3-venv >/dev/null 2>&1 && python3 -m venv <host-path>)) && <host-path> install -q --upgrade pip && <host-path> install -q \"./[plot]\" 2>&1 | tail -20; echo rc=$?; ls <host-path> | grep -i pytae",
    "sudo -n true && echo SUDO_OK; sudo apt-get update -qq && sudo apt-get install -y -qq python3.12-venv >/dev/null 2>&1; echo apt_rc=$?; rm -rf <host-path>; python3 -m venv <host-path> && <host-path> install -q --upgrade pip && cd <host-path> && <host-path> install -q \"./[plot]\" 2>&1 | tail -20; echo rc=$?; ls <host-path> | grep -i pytae",
    "cd /tmp && <host-path> --help 2>&1 | head -40; <host-path> -c \"import pytae as pt; print(pt.__file__); df=pt.sample('penguins'); print(type(df))\" 2>&1 | tail -3",
    "mkdir -p <host-path> && cd <host-path> && <host-path> -c \"import pytae as pt; pt.sample('penguins').to_polars().write_parquet('penguins.parquet')\" && rm -f heavy_adelie.csv && <host-path> penguins.parquet -shape -head 5; echo rc=$?; <host-path> penguins.parquet \\\n  -filter \"species = 'Adelie', body_mass_g > 3500\" \\\n  -mutate \"mass_kg = body_mass_g / 1000\" \\\n  -arrange \"mass_kg desc\" \\\n  -select \"species,island,mass_kg\" \\\n  -o heavy_adelie.csv; echo rc=$?; ls -la; head -3 heavy_adelie.csv",
    "cd <host-path> && rm -f heavy_adelie.csv && mkdir -p <host-path> && cat > <host-path> <<'EOF'\n{\"kind\":\"cli\",\"argv\":[\"<host-path>\",\"<host-path>\",\"-filter\",\"species = 'Adelie', body_mass_g > 3500\",\"-mutate\",\"mass_kg = body_mass_g / 1000\",\"-arrange\",\"mass_kg desc\",\"-select\",\"species,island,mass_kg\",\"-o\",\"<host-path>\"],\"cwd\":\"<host-path>\",\"expected_text\":\"Wrote 92 rows to <host-path>\"}\nEOF\ncat > <host-path> <<'EOF'\n{\"outcome\":\"working\",\"operation\":\"README 'Quick Start: CLI' example 2: pytae penguins.parquet -filter/-mutate/-arrange/-select -o heavy_adelie.csv (run against the pinned source installed into a venv); output wrote 92 rows and CSV contents were verified by head.\",\"operation_scope\":\"CLI pipeline only. Input penguins.parquet was generated from the bundled pt.sample('penguins') because the README's sample file is not in the repo. Visualization (-plot, needs matplotlib, installed via [plot] extra) and MCP are not exercised; pytae is not an MCP server.\",\"steps\":[\"Read readme.md and pyproject.toml\",\"apt-get install python3.12-venv (via sudo)\",\"python3 -m venv <host-path>\",\"pip install ./[plot] from <host-path> (installs pytae CLI)\",\"Generated <host-path> via pt.sample('penguins')\",\"Ran README CLI example 2 with -o output: 'Wrote 92 rows to heavy_adelie.csv'\"],\"deviations\":[\"README CLI example 1 'pytae penguins.parquet -shape -head 5' fails with: 'pytae: error: -shape does not return a DataFrame/Series, so no flag may follow it'. This is a product behavior, not an environment issue; I did not use it as the probe.\",\"README assumes penguins.parquet exists; not shipped in repo, generated it from pt.sample('penguins') outside the workspace.\",\"python3-venv was missing; installed python3.12-venv via sudo apt-get.\"],\"stuck_step\":null,\"main_blocker\":null,\"suggested_fix\":null}\nEOF\ncd <host-path> && <env-var>=<host-path> python3 -I <host-path> --validate; echo rc=$?"
  ],
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    "reasoning": "low"
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  "date": "2026-10-18T15:34:50.277282+00:00",
  "kind": "repo",
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    "memory_mib": 4096,
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  "what_it_did": "README 'Quick Start: CLI' example 2: pytae penguins.parquet -filter/-mutate/-arrange/-select -o heavy_adelie.csv (run against the pinned source installed into a venv); output wrote 92 rows and CSV contents were verified by head.",
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  "transcript_url": "/transcripts/maddytae--pytae-claude-haiku-5-5-1792337577901046788.txt",
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}