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Record 2635daf4bc094cbc92bc900a977520b0

FAIL

Verdict and provenance first; raw prompt/response/reasoning below, collapsed.

✕FAILanswered "{"steps": [{"step": 1, "tool": "run_tests", "args": {}, "ok": true, "kind": n..." · model Gemma 4 31B QAT

finish_reason: stop · tokens in/out: 104361/1140 · cost: $0.010778 · latency: 63957.7 ms

repo_fixtemplatestop

verifier_detail: kind=repo_fix;campaign=1;protocol=text;outcome=budget_exhausted;detail=no_change;bug=wrong_op;bug_module=taxes;edited=-;turns=20;protocol_version=2;result_rendering=text;calls_per_turn=1;text_stop=1;skipped_calls=2;truncated_turns=0;max_tokens=6000;n_calls=20;n_reads=11;n_searches=0;n_neighbors=0;n_edits=2;n_test_runs=4;edit_nomatch=3;edit_nonunique=0;whole_file_rewrite=2;test_edit_attempts=0;unknown_tool=0;n_errors=3;calls_to_first_cause_read=8;files_read=8;files_read_on_path=4;ran_tests_after_last_edit=1;context_window=32768;wall_s=64

lineage: 2635daf4

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Why did it fail? Nemotron 3 Ultra · live on Nebius Token Factory

Ultra reads the prompt, this answer, the verified correct answer and the difficulty settings, then explains the mistake. The verifier's own classification is shown next to it for comparison.

Prompt 471 chars · 104,361 tokens in
The test suite currently fails:

tests/test_rules.py::test_solve_1 FAILED
    assert solve(-1, 'xybzzz') == [8, 7, 8, 22, 16, 3, -3, -2, 6, 4, 573, 63]
    AssertionError: solve(-1, 'xybzzz') returned [8, 7, 8, 22, 16, 3, -3, -2, 6, 4, 575, 63]
tests/test_rules.py::test_solve_2 PASSED
tests/test_rules.py::test_solve_3 PASSED
1 failed, 2 passed

Repository files:
billing.py
discounts.py
helpers.py
ingest.py
reporting.py
rules.py
scoring.py
taxes.py
tests/test_rules.py
Response 1,140 tokens out · finish: stop
{"steps": [{"step": 1, "tool": "run_tests", "args": {}, "ok": true, "kind": null, "output": "tests/test_rules.py::test_solve_1 FAILED\n    assert solve(-1, 'xybzzz') == [8, 7, 8, 22, 16, 3, -3, -2, 6, 4, 573, 63]\n    AssertionError: solve(-1, 'xybzzz') returned [8, 7, 8, 22, 16, 3, -3, -2, 6, 4, 575, 63]\ntests/test_rules.py::test_solve_2 PASSED\ntests/test_rules.py::test_solve_3 PASSED\n1 failed, 2 passed"}, {"step": 2, "tool": "read_file", "args": {"path": "rules.py"}, "ok": true, "kind": null, "output": "   1  from billing import adjust_total\n   2  from discounts import merge_budget\n   3  \n   4  \n   5  def solve(count, token):\n   6      marks = [8, 7, 8]\n   7      cells = [0, 7, 4, 6]\n   8      shift = count + 1\n   9      shift += count\n  10      stack = [3, 8]\n  11      values = stack\n  12      values += [19]\n  13      values = values + [20]\n  14      queue = stack[:]\n  15      queue.append(32)\n  16      marks.append(len(stack) + stack[-1])\n  17      bins = [4, 5, 1, 6, 0]\n  18      size = 0\n  19      for x in bins:\n  20          if x > count:\n  21              size += x\n  22          else:\n  23              size -= 2\n  24      marks.append(size)\n  25      shift = shift + count * 2\n  26      batch = [1, 2, 3, 0, 7]\n  27      items = batch[1:len(batch) - 1]\n  28      marks.append(len(items) + items[-1])\n  29      marks.append(shift)\n  30      marks.append(count * 2)\n  31      marks.append(len(token))\n  32      marks.append(len(cells))\n  33      marks = marks + [merge_budget([6, 5, 9], count)]\n  34      marks = marks + [adjust_total(count)]\n  35      return marks"}, {"step": 3, "tool": "read_file", "args": {"path": "billing.py"}, "ok": true, "kind": null, "output": "   1  def adjust_total(extra):\n   2      size = 9\n   3      factor = 6\n   4      word = 'ab'\n   5      level = 6\n   6      level += factor\n   7      codes = [2, 4, 9]\n   8      values = codes\n   9      values += [14]\n  10      values = values + [24]\n  11      items = codes[:]\n  12      items.append(33)\n  13      size += len(codes) + codes[-1]\n  14      batch = [3, 9, 8, 0, 2]\n  15      limit = 0\n  16      for entry in batch:\n  17          if entry > 4:\n  18              limit += entry\n  19          else:\n  20              limit -= 1\n  21      size += limit\n  22      level = level // 2\n  23      rows = [6, 9, 2, 0, 8]\n  24      scores = rows[1:len(rows) - 1]\n  25      size += len(scores) + scores[-1]\n  26      size += level * 2\n  27      size += factor\n  28      size += len(word)\n  29      size += extra\n  30      return size"}, {"step": 4, "tool": "read_file", "args": {"path": "discounts.py"}, "ok": true, "kind": null, "output": "   1  from helpers import resolve_margin\n   2  \n   3  \n   4  def merge_budget(values, shift):\n   5      height = 4\n   6      extra = 9\n   7      delta = extra + 9\n   8      delta = delta * 2 - 5\n   9      parts = [9, 1]\n  10      stack = parts\n  11      stack += [19]\n  12      stack = stack + [26]\n  13      cells = parts[:]\n  14      cells.append(36)\n  15      height += len(parts) + parts[-1]\n  16      scores = [7, 5, 1, 4]\n  17      level = 0\n  18      for entry in scores:\n  19          if entry > 2:\n  20              level += entry\n  21          else:\n  22              level -= 1\n  23      height += level\n  24      delta += extra\n  25      bins = [6, 3, 1, 0, 8]\n  26      batch = bins[1:len(bins) - 1]\n  27      height += len(batch) + batch[-1]\n  28      height += delta\n  29      height += extra\n  30      height += len(values)\n  31      height += shift\n  32      height = height + sum(resolve_margin(shift))\n  33      reserve = shift\n  34      title = 'aacc'\n  35      items = [0, 2]\n  36      codes = [4, 0]\n  37      count = 4\n  38      count += 2\n  39      items_9 = [9, 5, 9]\n  40      rows = items_9\n  41      rows += [12]\n  42      rows = rows + [27]\n  43      queue = items_9[:]\n  44      queue.append(33)\n  45      reserve += len(items_9) + items_9[-1]\n  46      nums = [9, 7, 0, 6, 8]\n  47      peak = 0\n  48      for x in nums:\n  49          if x > 0:\n  50              peak += x\n  51          else:\n  52              peak -= 2\n  53      reserve += peak\n  54      count += 2\n  55      marks = [0, 4, 1, 5, 2, 8]\n  56      slots = marks[1:len(marks) - 1]\n  57      reserve += len(slots) + slots[-1]\n  58      reserve += count * 2\n  59      reserve += items[0]\n  60      reserve += len(title)\n  61      reserve += len(codes)\n  62      height = height + reserve\n  63      return height"}, {"step": 5, "tool": "read_file", "args": {"path": "helpers.py"}, "ok": true, "kind": null, "output": "   1  from scoring import reconcile_weights\n   2  from taxes import combine_bonus\n   3  \n   4  \n   5  def resolve_margin(factor):\n   6      nums = [5, 7]\n   7      items = [5, 7]\n   8      slots = [6, 7, 1, 2]\n   9      width = 9\n  10      width += factor\n  11      bins = [7, 9]\n  12      stack = bins\n  13      stack += [17]\n  14      stack = stack + [20]\n  15      scores = bins[:]\n  16      scores.append(37)\n  17      nums.append(len(bins) + bins[-1])\n  18      rows = [9, 8, 0, 6, 1]\n  19      peak = 0\n  20      for entry in rows:\n  21          if entry > factor:\n  22              peak += entry\n  23          else:\n  24              peak -= 3\n  25      nums.append(peak)\n  26      width -= 1\n  27      parts = [1, 4, 7, 0, 2, 5]\n  28      codes = parts[1:len(parts) - 1]\n  29      nums.append(len(codes) + codes[-1])\n  30      nums.append(width)\n  31      nums.append(items[0])\n  32      nums.append(factor)\n  33      nums.append(slots[-1])\n  34      nums = nums + combine_bonus([-2, -2], factor)\n  35      nums = nums + [reconcile_weights(factor)]\n  36      return nums"}, {"step": 6, "tool": "read_file", "args": {"path": "scoring.py"}, "ok": true, "kind": null, "output": "   1  from reporting import score_tags\n   2  \n   3  \n   4  def reconcile_weights(value):\n   5      step = 7\n   6      score = 4\n   7      margin = 5\n   8      size = 2\n   9      size = size + margin * 2\n  10      parts = [5, 5]\n  11      batch = parts\n  12      batch += [17]\n  13      batch = batch + [23]\n  14      marks = parts[:]\n  15      marks.append(39)\n  16      step += len(parts) + parts[-1]\n  17      codes = [9, 0, 1, 5, 7]\n  18      bonus = 0\n  19      for cur in codes:\n  20          if cur > margin:\n  21              bonus += cur\n  22          else:\n  23              bonus -= 2\n  24      step += bonus\n  25      size -= 8\n  26      bins = [1, 5, 4, 2, 3, 9]\n  27      items = bins[1:len(bins) - 1]\n  28      step += len(items) + items[-1]\n  29      step += size\n  30      step += value * 2\n  31      step += score\n  32      step += margin\n  33      step = step + score_tags([1, 7])\n  34      step = step + sum(aggregate_budget([1, 0]))\n  35      return step\n  36  \n  37  \n  38  def aggregate_budget(rows):\n  39      word = 'sol'\n  40      label = 'sol'\n  41      limit = 6\n  42      size = 4\n  43      size = size // 2\n  44      cells = [4, 0]\n  45      bins = cells\n  46      bins += [13]\n  47      bins = bins + [21]\n  48      scores = cells[:]\n  49      scores.append(39)\n  50      rows.append(len(cells) + cells[-1])\n  51      slots = [2, 7, 8, 1, 9]\n  52      shift = 0\n  53      for x in slots:\n  54          if x > 7:\n  55              shift += x\n  56          else:\n  57              shift -= 3\n  58      rows.append(shift)\n  59      size = size + limit * 2\n  60      codes = [7, 0, 5, 9, 2]\n  61      items = codes[1:len(codes) - 1]\n  62      rows.append(len(items) + items[-1])\n  63      rows.append(size)\n  64      rows.append(len(word))\n  65      rows.append(len(label))\n  66      rows.append(limit * 2)\n  67      return rows"}, {"step": 7, "tool": "read_file", "args": {"path": "reporting.py"}, "ok": true, "kind": null, "output": "   1  def score_tags(codes):\n   2      delta = 6\n   3      value = 1\n   4      rate = 3\n   5      budget = rate + 1\n   6      budget = budget + value * 2\n   7      marks = [6, 7]\n   8      scores = marks\n   9      scores += [16]\n  10      scores = scores + [22]\n  11      items = marks[:]\n  12      items.append(35)\n  13      delta += len(marks) + marks[-1]\n  14      queue = [0, 3, 8, 2, 5]\n  15      spare = 0\n  16      for cur in queue:\n  17          if cur > value:\n  18              spare += cur\n  19          else:\n  20              spare -= 1\n  21      delta += spare\n  22      budget = budget + value * 2\n  23      nums = [8, 5, 6, 0, 9]\n  24      batch = nums[1:len(nums) - 1]\n  25      delta += len(batch) + batch[-1]\n  26      delta += budget * 2\n  27      delta += value * 2\n  28      delta += rate\n  29      delta += codes[-1]\n  30      return delta"}, {"step": 8, "tool": "read_file", "args": {"path": "taxes.py"}, "ok": true, "kind": null, "output": "   1  from ingest import rank_batch\n   2  \n   3  \n   4  def combine_bonus(codes, base):\n   5      queue = [7, 9, 9]\n   6      factor = 5\n   7      step = 8\n   8      step -= base\n   9      rows = [1, 3, 4]\n  10      marks = rows\n  11      marks += [16]\n  12      marks = marks + [27]\n  13      items = rows[:]\n  14      items.append(36)\n  15      queue.append(len(rows) + rows[-1])\n  16      parts = [9, 8, 3, 6]\n  17      level = 0\n  18      for x in parts:\n  19          if x > factor:\n  20              level += x\n  21          else:\n  22              level -= 2\n  23      queue.append(level)\n  24      step -= 1\n  25      cells = [4, 7, 3, 2, 0]\n  26      values = cells[1:len(cells) - 1]\n  27      queue.append(len(values) + values[-1])\n  28      queue.append(step)\n  29      queue.append(codes[-1])\n  30      queue.append(base)\n  31      queue.append(factor * 2)\n  32      queue = queue + [rank_batch(base, 'by')]\n  33      return queue"}, {"step": 9, "tool": "read_file", "args": {"path": "ingest.py"}, "ok": true, "kind": null, "output": "   1  def rank_batch(limit, text):\n   2      depth = 5\n   3      nums = [9, 5, 9, 7]\n   4      height = depth + 6\n   5      height += depth\n   6      marks = [5, 9, 9]\n   7      scores = marks\n   8      scores += [13]\n   9      scores = scores + [28]\n  10      batch = marks[:]\n  11      batch.append(37)\n  12      limit += len(marks) + marks[-1]\n  13      codes = [4, 3, 2, 0]\n  14      factor = 0\n  15      for cur in codes:\n  16          if cur > 0:\n  17              factor += cur\n  18          else:\n  19              factor -= 1\n  20      limit += factor\n  21      height -= 6\n  22      cells = [6, 7, 8, 0, 1]\n  23      slots = cells[1:len(cells) - 1]\n  24      limit += len(slots) + slots[-1]\n  25      limit += height\n  26      limit += depth\n  27      limit += len(text)\n  28      limit += nums[-1]\n  29      return limit"}, {"step": 10, "tool": "run_tests", "args": {}, "ok": true, "kind": null, "output": "tests/test_rules.py::test_solve_1 FAILED\n    assert solve(-1, 'xybzzz') == [8, 7, 8, 22, 16, 3, -3, -2, 6, 4, 573, 63]\n    AssertionError: solve(-1, 'xybzzz') returned [8, 7, 8, 22, 16, 3, -3, -2, 6, 4, 575, 63]\ntests/test_rules.py::test_solve_2 PASSED\ntests/test_rules.py::test_solve_3 PASSED\n1 failed, 2 passed"}, {"step": 11, "tool": "read_file", "args": {"path": "rules.py"}, "ok": true, "kind": null, "output": "   1  from billing import adjust_total\n   2  from discounts import merge_budget\n   3  \n   4  \n   5  def solve(count, token):\n   6      marks = [8, 7, 8]\n   7      cells = [0, 7, 4, 6]\n   8      shift = count + 1\n   9      shift += count\n  10      stack = [3, 8]\n  11      values = stack\n  12      values += [19]\n  13      values = values + [20]\n  14      queue = stack[:]\n  15      queue.append(32)\n  16      marks.append(len(stack) + stack[-1])\n  17      bins = [4, 5, 1, 6, 0]\n  18      size = 0\n  19      for x in bins:\n  20          if x > count:\n  21              size += x\n  22          else:\n  23              size -= 2\n  24      marks.append(size)\n  25      shift = shift + count * 2\n  26      batch = [1, 2, 3, 0, 7]\n  27      items = batch[1:len(batch) - 1]\n  28      marks.append(len(items) + items[-1])\n  29      marks.append(shift)\n  30      marks.append(count * 2)\n  31      marks.append(len(token))\n  32      marks.append(len(cells))\n  33      marks = marks + [merge_budget([6, 5, 9], count)]\n  34      marks = marks + [adjust_total(count)]\n  35      return marks"}, {"step": 12, "tool": "read_file", "args": {"path": "billing.py"}, "ok": true, "kind": null, "output": "   1  def adjust_total(extra):\n   2      size = 9\n   3      factor = 6\n   4      word = 'ab'\n   5      level = 6\n   6      level += factor\n   7      codes = [2, 4, 9]\n   8      values = codes\n   9      values += [14]\n  10      values = values + [24]\n  11      items = codes[:]\n  12      items.append(33)\n  13      size += len(codes) + codes[-1]\n  14      batch = [3, 9, 8, 0, 2]\n  15      limit = 0\n  16      for entry in batch:\n  17          if entry > 4:\n  18              limit += entry\n  19          else:\n  20              limit -= 1\n  21      size += limit\n  22      level = level // 2\n  23      rows = [6, 9, 2, 0, 8]\n  24      scores = rows[1:len(rows) - 1]\n  25      size += len(scores) + scores[-1]\n  26      size += level * 2\n  27      size += factor\n  28      size += len(word)\n  29      size += extra\n  30      return size"}, {"step": 13, "tool": "edit_file", "args": {"path": "billing.py", "old": "      size += extra", "new": "      size += extra - 2"}, "ok": false, "kind": "edit_nomatch", "output": "`old` was not found in billing.py; it must match the file exactly, indentation included (line numbers from read_file are not part of the file)"}, {"step": 14, "tool": "edit_file", "args": {"path": "billing.py", "old": "      size += extra", "new": "      size += extra - 2"}, "ok": false, "kind": "edit_nomatch", "output": "`old` was not found in billing.py; it must match the file exactly, indentation included (line numbers from read_file are not part of the file)"}, {"step": 15, "tool": "read_file", "args": {"path": "billing.py"}, "ok": true, "kind": null, "output": "   1  def adjust_total(extra):\n   2      size = 9\n   3      factor = 6\n   4      word = 'ab'\n   5      level = 6\n   6      level += factor\n   7      codes = [2, 4, 9]\n   8      values = codes\n   9      values += [14]\n  10      values = values + [24]\n  11      items = codes[:]\n  12      items.append(33)\n  13      size += len(codes) + codes[-1]\n  14      batch = [3, 9, 8, 0, 2]\n  15      limit = 0\n  16      for entry in batch:\n  17          if entry > 4:\n  18              limit += entry\n  19          else:\n  20              limit -= 1\n  21      size += limit\n  22      level = level // 2\n  23      rows = [6, 9, 2, 0, 8]\n  24      scores = rows[1:len(rows) - 1]\n  25      size += len(scores) + scores[-1]\n  26      size += level * 2\n  27      size += factor\n  28      size += len(word)\n  29      size += extra\n  30      return size"}, {"step": 16, "tool": "edit_file", "args": {"path": "billing.py", "old": "      size += extra", "new": "      size += extra - 2"}, "ok": false, "kind": "edit_nomatch", "output": "`old` was not found in billing.py; it must match the file exactly, indentation included (line numbers from read_file are not part of the file)"}, {"step": 17, "tool": "write_file", "args": {"path": "billing.py", "content": "def adjust_total(extra):\n    size = 9\n    factor = 6\n    word = 'ab'\n    level = 6\n    level += factor\n    codes = [2, 4, 9]\n    values = codes\n    values += [14]\n    values = values + [24]\n    items = codes[:]\n    items.append(33)\n    size += len(codes) + codes[-1]\n    batch = [3, 9, 8, 0, 2]\n    limit = 0\n    for entry in batch:\n        if entry > 4:\n            limit += entry\n        else:\n            limit -= 1\n    size += limit\n    level = level // 2\n    rows = [6, 9, 2, 0, 8]\n    scores = rows[1:len(rows) - 1]\n    size += len(scores) + scores[-1]\n    size += level * 2\n    size += factor\n    size += len(word)\n    size += extra - 2\n    return size\n"}, "ok": true, "kind": null, "output": "rewrote billing.py"}, {"step": 18, "tool": "run_tests", "args": {}, "ok": true, "kind": null, "output": "tests/test_rules.py::test_solve_1 FAILED\n    assert solve(-1, 'xybzzz') == [8, 7, 8, 22, 16, 3, -3, -2, 6, 4, 573, 63]\n    AssertionError: solve(-1, 'xybzzz') returned [8, 7, 8, 22, 16, 3, -3, -2, 6, 4, 575, 61]\ntests/test_rules.py::test_solve_2 FAILED\n    assert solve(0, 'bba') == [8, 7, 8, 22, 14, 3, 1, 0, 3, 4, 579, 64]\n    AssertionError: solve(0, 'bba') returned [8, 7, 8, 22, 14, 3, 1, 0, 3, 4, 579, 62]\ntests/test_rules.py::test_solve_3 FAILED\n    assert solve(0, 'cy') == [8, 7, 8, 22, 14, 3, 1, 0, 2, 4, 579, 64]\n    AssertionError: solve(0, 'cy') returned [8, 7, 8, 22, 14, 3, 1, 0, 2, 4, 579, 62]\n3 failed, 0 passed"}, {"step": 19, "tool": "write_file", "args": {"path": "billing.py", "content": "def adjust_total(extra):\n    size = 9\n    factor = 6\n    word = 'ab'\n    level = 6\n    level += factor\n    codes = [2, 4, 9]\n    values = codes\n    values += [14]\n    values = values + [24]\n    items = codes[:]\n    items.append(33)\n    size += len(codes) + codes[-1]\n    batch = [3, 9, 8, 0, 2]\n    limit = 0\n    for entry in batch:\n        if entry > 4:\n            limit += entry\n        else:\n            limit -= 1\n    size += limit\n    level = level // 2\n    rows = [6, 9, 2, 0, 8]\n    scores = rows[1:len(rows) - 1]\n    size += len(scores) + scores[-1]\n    size += level * 2\n    size += factor\n    size += len(word)\n    size += extra\n    return size\n"}, "ok": true, "kind": null, "output": "rewrote billing.py"}, {"step": 20, "tool": "run_tests", "args": {}, "ok": true, "kind": null, "output": "tests/test_rules.py::test_solve_1 FAILED\n    assert solve(-1, 'xybzzz') == [8, 7, 8, 22, 16, 3, -3, -2, 6, 4, 573, 63]\n    AssertionError: solve(-1, 'xybzzz') returned [8, 7, 8, 22, 16, 3, -3, -2, 6, 4, 575, 63]\ntests/test_rules.py::test_solve_2 PASSED\ntests/test_rules.py::test_solve_3 PASSED\n1 failed, 2 passed"}], "diff": "", "assistant": ["```tool_code\nrun_tests()\n```", "```tool_code\nread_file(path='rules.py')\n```", "```tool_code\nread_file(path='billing.py')\n```", "```tool_code\nread_file(path='discounts.py')\n```", "```tool_code\nread_file(path='helpers.py')\n```", "```tool_code\nread_file(path='scoring.py')\n```", "```tool_code\nread_file(path='reporting.py')\n```", "```tool_code\nread_file(path='taxes.py')\n```", "```tool_code\nread_file(path='ingest.py')\n```", "```tool_code\nrun_tests()\n```", "```tool_code\nread_file(path='rules.py')\n```", "```tool_code\nread_file(path='billing.py')\n```", "```tool_code\nedit_file(path='billing.py', old='      size += extra', new='      size += extra - 2')\n```", "```tool_code\nedit_file(path='billing.py', old='      size += extra', new='      size += extra - 2')\n```\n\nWait, I see the error. I should check the indentation.\nLooking at `read_file(path='billing.py')`:\nLine 29: `      size += extra`\nIt has 6 spaces.\n\nLet me try again with exactly 6 spaces.\n\nActually, looking at the `read_file` output:\n`   29      size += extra`\nThe line number is `   29`, then there are 6 spaces.\n\nLet me try to be very precise.\n\n```tool_code\nedit_file(path='billing.py', old='      size += extra', new='      size += extra - 2')\n```\nWait, I just did that. Let me try to use `write_file` to be safe or double check the content.\n\nActually, let me re-read `billing.py` to see if there's any hidden character.\n\n```tool_code\nread_file(path='billing.py')\n```", "```tool_code\nread_file(path='billing.py')\n```", "```tool_code\nedit_file(path='billing.py', old='      size += extra', new='      size += extra - 2')\n```", "```tool_code\nwrite_file(path='billing.py', content=\"def adjust_total(extra):\\n    size = 9\\n    factor = 6\\n    word = 'ab'\\n    level = 6\\n    level += factor\\n    codes = [2, 4, 9]\\n    values = codes\\n    values += [14]\\n    values = values + [24]\\n    items = codes[:]\\n    items.append(33)\\n    size += len(codes) + codes[-1]\\n    batch = [3, 9, 8, 0, 2]\\n    limit = 0\\n    for entry in batch:\\n        if entry > 4:\\n            limit += entry\\n        else:\\n            limit -= 1\\n    size += limit\\n    level = level // 2\\n    rows = [6, 9, 2, 0, 8]\\n    scores = rows[1:len(rows) - 1]\\n    size += len(scores) + scores[-1]\\n    size += level * 2\\n    size += factor\\n    size += len(word)\\n    size += extra - 2\\n    return size\\n\")\n```", "```tool_code\nrun_tests()\n```", "```tool_code\nwrite_file(path='billing.py', content=\"def adjust_total(extra):\\n    size = 9\\n    factor = 6\\n    word = 'ab'\\n    level = 6\\n    level += factor\\n    codes = [2, 4, 9]\\n    values = codes\\n    values += [14]\\n    values = values + [24]\\n    items = codes[:]\\n    items.append(33)\\n    size += len(codes) + codes[-1]\\n    batch = [3, 9, 8, 0, 2]\\n    limit = 0\\n    for entry in batch:\\n        if entry > 4:\\n            limit += entry\\n        else:\\n            limit -= 1\\n    size += limit\\n    level = level // 2\\n    rows = [6, 9, 2, 0, 8]\\n    scores = rows[1:len(rows) - 1]\\n    size += len(scores) + scores[-1]\\n    size += level * 2\\n    size += factor\\n    size += len(word)\\n    size += extra\\n    return size\\n\")\n```", "```tool_code\nrun_tests()\n```"]}
Reasoning not captured

(no reasoning captured)

Realized dims 34
dimvalue
bug_distance3.0
calls_to_first_cause_read8.0
clone_trap0.0
distractor_modules0.0
edit_nomatch3.0
edit_nonunique0.0
files_read8.0
files_read_on_path4.0
hidden_inputs4.0
inlined1.0
lines323.0
lookalike_twins0.0
max_fanout2.0
n_bugs1.0
n_calls20.0
n_crossing_edges7.0
n_edges8.0
n_edits2.0
n_errors3.0
n_files8.0
n_funcs9.0
n_modules8.0
n_neighbors0.0
n_reads11.0
n_searches0.0
n_test_runs4.0
path_crosses_every_hop1.0
protocol_version2.0
ran_tests_after_last_edit1.0
test_edit_attempts0.0
tokens_in_total104361.0
truncated_turns0.0
unknown_tool0.0
whole_file_rewrite2.0
Latent params 17
paramvalue
bug_distance3.0
bug_mix0.0
clone_trap0.0
distractor_modules0.0
fanout2.0
graph_tools1.0
hidden_inputs4.0
inline_p0.25
lookalike_names0.0
misleading_comments0.0
n_bugs1.0
n_modules8.0
n_statements8.0
opaque_names0.0
restate_imports0.0
restate_symbols0.0
tool_budget20.0