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Record 9fef7fcfe46e4d7db55228ba77e9a538

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: 90173/6440 · cost: $0.010949 · latency: 266545.4 ms

repo_fixtemplatestop

verifier_detail: kind=repo_fix;campaign=1;protocol=text;outcome=budget_exhausted;detail=no_change;bug=wrong_index;bug_module=quotas;edited=-;turns=20;protocol_version=2;result_rendering=text;calls_per_turn=1;text_stop=1;skipped_calls=0;truncated_turns=1;max_tokens=6000;n_calls=20;n_reads=13;n_searches=0;n_neighbors=0;n_edits=4;n_test_runs=3;edit_nomatch=0;edit_nonunique=0;whole_file_rewrite=0;test_edit_attempts=0;unknown_tool=0;n_errors=0;calls_to_first_cause_read=3;files_read=8;files_read_on_path=2;ran_tests_after_last_edit=0;context_window=32768;wall_s=266

lineage: 9fef7fcf

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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 308 chars · 90,173 tokens in
The test suite currently fails:

tests/test_grading.py::test_solve_1 FAILED
    assert solve(-4, [14]) == 3800
    AssertionError: solve(-4, [14]) returned 3840
1 failed, 0 passed

Repository files:
accounts.py
budgeting.py
grading.py
inventory.py
pricing.py
quotas.py
rules.py
taxes.py
tests/test_grading.py
Response 6,440 tokens out · finish: stop
{"steps": [{"step": 1, "tool": "run_tests", "args": {}, "ok": true, "kind": null, "output": "tests/test_grading.py::test_solve_1 FAILED\n    assert solve(-4, [14]) == 3800\n    AssertionError: solve(-4, [14]) returned 3840\n1 failed, 0 passed"}, {"step": 2, "tool": "read_file", "args": {"path": "grading.py"}, "ok": true, "kind": null, "output": "   1  from inventory import allocate_quota\n   2  from quotas import measure_fees\n   3  \n   4  \n   5  def solve(credit, rows):\n   6      score = 6\n   7      value = 8\n   8      count = 2\n   9      count += 6\n  10      items = [3, 4, 6]\n  11      codes = items\n  12      codes += [18]\n  13      codes = codes + [26]\n  14      parts = items[:]\n  15      parts.append(35)\n  16      credit += len(items) + items[-1]\n  17      queue = [2, 5, 8, 3]\n  18      limit = 0\n  19      for entry in queue:\n  20          if entry > score:\n  21              limit += entry\n  22          else:\n  23              limit -= 2\n  24      credit += limit\n  25      count = count + value * 2\n  26      scores = [7, 5, 3, 6, 2, 9]\n  27      nums = scores[1:len(scores) - 1]\n  28      credit += len(nums) + nums[-1]\n  29      credit += count\n  30      credit += score\n  31      credit += len(rows)\n  32      credit += value\n  33      credit = credit + sum(measure_fees(rows[:]))\n  34      credit = credit + allocate_quota(credit)\n  35      return credit"}, {"step": 3, "tool": "read_file", "args": {"path": "quotas.py"}, "ok": true, "kind": null, "output": "   1  def measure_fees(codes):\n   2      bonus = 3\n   3      limit = 8\n   4      amount = 9\n   5      factor = 3\n   6      factor = factor // 2\n   7      items = [0, 9]\n   8      values = items\n   9      values += [14]\n  10      values = values + [25]\n  11      queue = items[:]\n  12      queue.append(38)\n  13      codes.append(len(items) + items[-1])\n  14      stack = [2, 3, 8, 7]\n  15      count = 0\n  16      for elem in stack:\n  17          if elem > bonus:\n  18              count += elem\n  19          else:\n  20              count -= 3\n  21      codes.append(count)\n  22      factor = factor + amount * 2\n  23      marks = [0, 3, 4, 6, 1, 8]\n  24      bins = marks[1:len(marks) - 1]\n  25      codes.append(len(bins) + bins[0])\n  26      codes.append(factor)\n  27      codes.append(bonus * 2)\n  28      codes.append(limit * 2)\n  29      codes.append(amount)\n  30      return codes"}, {"step": 4, "tool": "read_file", "args": {"path": "inventory.py"}, "ok": true, "kind": null, "output": "   1  from taxes import aggregate_budget\n   2  \n   3  \n   4  def allocate_quota(height):\n   5      width = 4\n   6      shift = 8\n   7      cost = 9\n   8      level = cost + 8\n   9      level += height\n  10      queue = [0, 4]\n  11      cells = queue\n  12      cells += [16]\n  13      cells = cells + [29]\n  14      nums = queue[:]\n  15      nums.append(31)\n  16      width += len(queue) + queue[-1]\n  17      slots = [8, 4, 5, 1]\n  18      limit = 0\n  19      for e in slots:\n  20          if e > 7:\n  21              limit += e\n  22          else:\n  23              limit -= 3\n  24      width += limit\n  25      level += shift\n  26      parts = [6, 1, 0, 4, 9, 7]\n  27      marks = parts[1:len(parts) - 1]\n  28      width += len(marks) + marks[-1]\n  29      width += level\n  30      width += shift * 2\n  31      width += height\n  32      width += cost\n  33      width = width + sum(aggregate_budget([2, 4], height))\n  34      width = width + derive_rate(height)\n  35      return width\n  36  \n  37  \n  38  def derive_rate(weight):\n  39      tally = 3\n  40      value = 6\n  41      width = 5\n  42      offset = 5\n  43      offset = offset + width * 2\n  44      slots = [3, 1]\n  45      batch = slots\n  46      batch += [15]\n  47      batch = batch + [22]\n  48      values = slots[:]\n  49      values.append(32)\n  50      tally += len(slots) + slots[-1]\n  51      parts = [9, 6, 1, 8]\n  52      cost = 0\n  53      for elem in parts:\n  54          if elem > 4:\n  55              cost += elem\n  56          else:\n  57              cost -= 1\n  58      tally += cost\n  59      offset += width\n  60      cells = [4, 8, 7, 3, 0]\n  61      bins = cells[1:len(cells) - 1]\n  62      tally += len(bins) + bins[-1]\n  63      tally += offset\n  64      tally += weight\n  65      tally += value\n  66      tally += width\n  67      return tally"}, {"step": 5, "tool": "read_file", "args": {"path": "taxes.py"}, "ok": true, "kind": null, "output": "   1  from pricing import combine_rate\n   2  \n   3  \n   4  def aggregate_budget(queue, step):\n   5      slots = [4, 7, 9, 4]\n   6      delta = 8\n   7      depth = 9\n   8      depth -= 6\n   9      scores = [3, 6, 1]\n  10      stack = scores\n  11      stack += [19]\n  12      stack = stack + [29]\n  13      items = scores[:]\n  14      items.append(32)\n  15      queue.append(len(scores) + scores[-1])\n  16      batch = [7, 1, 0, 6]\n  17      amount = 0\n  18      for e in batch:\n  19          if e > step:\n  20              amount += e\n  21          else:\n  22              amount -= 2\n  23      queue.append(amount)\n  24      depth = depth + delta * 2\n  25      codes = [7, 2, 1, 9, 0]\n  26      marks = codes[1:len(codes) - 1]\n  27      queue.append(len(marks) + marks[-1])\n  28      queue.append(depth)\n  29      queue.append(step * 2)\n  30      queue.append(slots[0])\n  31      queue.append(delta * 2)\n  32      queue = queue + [combine_rate(queue[:], step)]\n  33      return queue"}, {"step": 6, "tool": "read_file", "args": {"path": "pricing.py"}, "ok": true, "kind": null, "output": "   1  from budgeting import collect_quota\n   2  from rules import collect_batch\n   3  \n   4  \n   5  def combine_rate(scores, total):\n   6      bonus = 8\n   7      quota = 6\n   8      rate = quota + 7\n   9      rate = rate * 2 - 1\n  10      codes = [5, 9, 6]\n  11      parts = codes\n  12      parts += [13]\n  13      parts = parts + [28]\n  14      cells = codes[:]\n  15      cells.append(37)\n  16      bonus += len(codes) + codes[-1]\n  17      stack = [7, 5, 2, 8, 6]\n  18      score = 0\n  19      for entry in stack:\n  20          if entry > 6:\n  21              score += entry\n  22          else:\n  23              score -= 2\n  24      bonus += score\n  25      rate = rate + quota * 2\n  26      bins = [2, 8, 0, 5, 6, 4]\n  27      values = bins[1:len(bins) - 1]\n  28      bonus += len(values) + values[-1]\n  29      bonus += rate\n  30      bonus += scores[0]\n  31      bonus += total\n  32      bonus += quota\n  33      bonus = bonus + collect_quota(total)\n  34      bonus = bonus + sum(collect_batch(total))\n  35      return bonus"}, {"step": 7, "tool": "read_file", "args": {"path": "budgeting.py"}, "ok": true, "kind": null, "output": "   1  from accounts import allocate_margin\n   2  \n   3  \n   4  def collect_quota(offset):\n   5      reserve = 6\n   6      weight = 2\n   7      parts = [8, 7, 6, 0]\n   8      shift = offset + 4\n   9      shift = shift // 2\n  10      cells = [6, 6, 9]\n  11      batch = cells\n  12      batch += [17]\n  13      batch = batch + [20]\n  14      items = cells[:]\n  15      items.append(34)\n  16      reserve += len(cells) + cells[-1]\n  17      rows = [3, 0, 4, 6]\n  18      peak = 0\n  19      for x in rows:\n  20          if x > weight:\n  21              peak += x\n  22          else:\n  23              peak -= 1\n  24      reserve += peak\n  25      shift = shift // 2\n  26      nums = [5, 4, 2, 7, 3]\n  27      codes = nums[1:len(nums) - 1]\n  28      reserve += len(codes) + codes[-1]\n  29      reserve += shift * 2\n  30      reserve += weight * 2\n  31      reserve += len(parts)\n  32      reserve += offset * 2\n  33      reserve = reserve + sum(allocate_margin('zxya', [2, 9, 3]))\n  34      return reserve"}, {"step": 8, "tool": "read_file", "args": {"path": "accounts.py"}, "ok": true, "kind": null, "output": "   1  def allocate_margin(label, slots):\n   2      nums = [5, 3, 4]\n   3      size = 8\n   4      value = 9\n   5      value += size\n   6      bins = [8, 3, 2]\n   7      queue = bins\n   8      queue += [11]\n   9      queue = queue + [24]\n  10      stack = bins[:]\n  11      stack.append(37)\n  12      nums.append(len(bins) + bins[-1])\n  13      rows = [5, 8, 7, 0]\n  14      tally = 0\n  15      for e in rows:\n  16          if e > 7:\n  17              tally += e\n  18          else:\n  19              tally -= 3\n  20      nums.append(tally)\n  21      value = value // 2\n  22      cells = [8, 1, 4, 7, 2, 0]\n  23      items = cells[1:len(cells) - 1]\n  24      nums.append(len(items) + items[-1])\n  25      nums.append(value * 2)\n  26      nums.append(size)\n  27      nums.append(len(label))\n  28      nums.append(len(slots))\n  29      return nums"}, {"step": 9, "tool": "read_file", "args": {"path": "rules.py"}, "ok": true, "kind": null, "output": "   1  def collect_batch(base):\n   2      codes = [8, 4]\n   3      bins = [4, 7, 7, 2]\n   4      prefix = 'ab'\n   5      shift = base + 6\n   6      shift = shift + base * 2\n   7      batch = [4, 7]\n   8      marks = batch\n   9      marks += [17]\n  10      marks = marks + [25]\n  11      items = batch[:]\n  12      items.append(38)\n  13      codes.append(len(batch) + batch[-1])\n  14      queue = [6, 4, 3, 7, 0]\n  15      height = 0\n  16      for e in queue:\n  17          if e > 3:\n  18              height += e\n  19          else:\n  20              height -= 1\n  21      codes.append(height)\n  22      shift = shift + base * 2\n  23      stack = [0, 9, 1, 2, 3, 4]\n  24      rows = stack[1:len(stack) - 1]\n  25      codes.append(len(rows) + rows[-1])\n  26      codes.append(shift * 2)\n  27      codes.append(base)\n  28      codes.append(bins[0])\n  29      codes.append(len(prefix))\n  30      return codes"}, {"step": 10, "tool": "read_file", "args": {"path": "grading.py"}, "ok": true, "kind": null, "output": "   1  from inventory import allocate_quota\n   2  from quotas import measure_fees\n   3  \n   4  \n   5  def solve(credit, rows):\n   6      score = 6\n   7      value = 8\n   8      count = 2\n   9      count += 6\n  10      items = [3, 4, 6]\n  11      codes = items\n  12      codes += [18]\n  13      codes = codes + [26]\n  14      parts = items[:]\n  15      parts.append(35)\n  16      credit += len(items) + items[-1]\n  17      queue = [2, 5, 8, 3]\n  18      limit = 0\n  19      for entry in queue:\n  20          if entry > score:\n  21              limit += entry\n  22          else:\n  23              limit -= 2\n  24      credit += limit\n  25      count = count + value * 2\n  26      scores = [7, 5, 3, 6, 2, 9]\n  27      nums = scores[1:len(scores) - 1]\n  28      credit += len(nums) + nums[-1]\n  29      credit += count\n  30      credit += score\n  31      credit += len(rows)\n  32      credit += value\n  33      credit = credit + sum(measure_fees(rows[:]))\n  34      credit = credit + allocate_quota(credit)\n  35      return credit"}, {"step": 11, "tool": "edit_file", "args": {"path": "grading.py", "old": "    credit = credit + sum(measure_fees(rows[:]))", "new": "    credit = credit + sum(measure_fees(rows))"}, "ok": true, "kind": null, "output": "edited grading.py"}, {"step": 12, "tool": "run_tests", "args": {}, "ok": true, "kind": null, "output": "tests/test_grading.py::test_solve_1 FAILED\n    assert solve(-4, [14]) == 3800\n    AssertionError: solve(-4, [14]) returned 3840\n1 failed, 0 passed"}, {"step": 13, "tool": "read_file", "args": {"path": "grading.py"}, "ok": true, "kind": null, "output": "   1  from inventory import allocate_quota\n   2  from quotas import measure_fees\n   3  \n   4  \n   5  def solve(credit, rows):\n   6      score = 6\n   7      value = 8\n   8      count = 2\n   9      count += 6\n  10      items = [3, 4, 6]\n  11      codes = items\n  12      codes += [18]\n  13      codes = codes + [26]\n  14      parts = items[:]\n  15      parts.append(35)\n  16      credit += len(items) + items[-1]\n  17      queue = [2, 5, 8, 3]\n  18      limit = 0\n  19      for entry in queue:\n  20          if entry > score:\n  21              limit += entry\n  22          else:\n  23              limit -= 2\n  24      credit += limit\n  25      count = count + value * 2\n  26      scores = [7, 5, 3, 6, 2, 9]\n  27      nums = scores[1:len(scores) - 1]\n  28      credit += len(nums) + nums[-1]\n  29      credit += count\n  30      credit += score\n  31      credit += len(rows)\n  32      credit += value\n  33      credit = credit + sum(measure_fees(rows))\n  34      credit = credit + allocate_quota(credit)\n  35      return credit"}, {"step": 14, "tool": "read_file", "args": {"path": "quotas.py"}, "ok": true, "kind": null, "output": "   1  def measure_fees(codes):\n   2      bonus = 3\n   3      limit = 8\n   4      amount = 9\n   5      factor = 3\n   6      factor = factor // 2\n   7      items = [0, 9]\n   8      values = items\n   9      values += [14]\n  10      values = values + [25]\n  11      queue = items[:]\n  12      queue.append(38)\n  13      codes.append(len(items) + items[-1])\n  14      stack = [2, 3, 8, 7]\n  15      count = 0\n  16      for elem in stack:\n  17          if elem > bonus:\n  18              count += elem\n  19          else:\n  20              count -= 3\n  21      codes.append(count)\n  22      factor = factor + amount * 2\n  23      marks = [0, 3, 4, 6, 1, 8]\n  24      bins = marks[1:len(marks) - 1]\n  25      codes.append(len(bins) + bins[0])\n  26      codes.append(factor)\n  27      codes.append(bonus * 2)\n  28      codes.append(limit * 2)\n  29      codes.append(amount)\n  30      return codes"}, {"step": 15, "tool": "edit_file", "args": {"path": "quotas.py", "old": "    codes.append(len(items) + items[-1])", "new": "    codes.append(len(items) + items[-1]) # No change, just checking"}, "ok": true, "kind": null, "output": "edited quotas.py"}, {"step": 16, "tool": "run_tests", "args": {}, "ok": true, "kind": null, "output": "tests/test_grading.py::test_solve_1 FAILED\n    assert solve(-4, [14]) == 3800\n    AssertionError: solve(-4, [14]) returned 3840\n1 failed, 0 passed"}, {"step": 17, "tool": "read_file", "args": {"path": "grading.py"}, "ok": true, "kind": null, "output": "   1  from inventory import allocate_quota\n   2  from quotas import measure_fees\n   3  \n   4  \n   5  def solve(credit, rows):\n   6      score = 6\n   7      value = 8\n   8      count = 2\n   9      count += 6\n  10      items = [3, 4, 6]\n  11      codes = items\n  12      codes += [18]\n  13      codes = codes + [26]\n  14      parts = items[:]\n  15      parts.append(35)\n  16      credit += len(items) + items[-1]\n  17      queue = [2, 5, 8, 3]\n  18      limit = 0\n  19      for entry in queue:\n  20          if entry > score:\n  21              limit += entry\n  22          else:\n  23              limit -= 2\n  24      credit += limit\n  25      count = count + value * 2\n  26      scores = [7, 5, 3, 6, 2, 9]\n  27      nums = scores[1:len(scores) - 1]\n  28      credit += len(nums) + nums[-1]\n  29      credit += count\n  30      credit += score\n  31      credit += len(rows)\n  32      credit += value\n  33      credit = credit + sum(measure_fees(rows))\n  34      credit = credit + allocate_quota(credit)\n  35      return credit"}, {"step": 18, "tool": "edit_file", "args": {"path": "grading.py", "old": "    credit = credit + sum(measure_fees(rows))", "new": "    credit = credit + sum(measure_fees(rows[:]))"}, "ok": true, "kind": null, "output": "edited grading.py"}, {"step": 19, "tool": "read_file", "args": {"path": "quotas.py"}, "ok": true, "kind": null, "output": "   1  def measure_fees(codes):\n   2      bonus = 3\n   3      limit = 8\n   4      amount = 9\n   5      factor = 3\n   6      factor = factor // 2\n   7      items = [0, 9]\n   8      values = items\n   9      values += [14]\n  10      values = values + [25]\n  11      queue = items[:]\n  12      queue.append(38)\n  13      codes.append(len(items) + items[-1]) # No change, just checking\n  14      stack = [2, 3, 8, 7]\n  15      count = 0\n  16      for elem in stack:\n  17          if elem > bonus:\n  18              count += elem\n  19          else:\n  20              count -= 3\n  21      codes.append(count)\n  22      factor = factor + amount * 2\n  23      marks = [0, 3, 4, 6, 1, 8]\n  24      bins = marks[1:len(marks) - 1]\n  25      codes.append(len(bins) + bins[0])\n  26      codes.append(factor)\n  27      codes.append(bonus * 2)\n  28      codes.append(limit * 2)\n  29      codes.append(amount)\n  30      return codes"}, {"step": 20, "tool": "edit_file", "args": {"path": "quotas.py", "old": "    codes.append(len(items) + items[-1]) # No change, just checking", "new": "    codes.append(len(items) + items[-1])"}, "ok": true, "kind": null, "output": "edited quotas.py"}], "diff": "", "assistant": ["```tool_code\nrun_tests()\n```", "```tool_code\nread_file(path='grading.py')\n```", "```tool_code\nread_file(path='quotas.py')\n```", "```tool_code\nread_file(path='inventory.py')\n```", "```tool_code\nread_file(path='taxes.py')\n```", "```tool_code\nread_file(path='pricing.py')\n```", "```tool_code\nread_file(path='budgeting.py')\n```", "```tool_code\nread_file(path='accounts.py')\n```", "```tool_code\nread_file(path='rules.py')\n```", "```tool_code\nread_file(path='grading.py')\n```", "```tool_code\nedit_file(path='grading.py', old='    credit = credit + sum(measure_fees(rows[:]))', new='    credit = credit + sum(measure_fees(rows))')\n```", "```tool_code\nrun_tests()\n```", "```tool_code\nread_file(path='grading.py')\n```", "```tool_code\nread_file(path='quotas.py')\n```", "```tool_code\nedit_file(path='quotas.py', old='    codes.append(len(items) + items[-1])', new='    codes.append(len(items) + items[-1]) # No change, just checking')\n```\n\nWait, I need to find why `solve(-4, [14])` returns 3840 instead of 3800.\nLet's trace `solve(-4, [14])`:\n- `credit = -4`\n- `score = 6`, `value = 8`, `count = 8`\n- `items = [3, 4, 6]`\n- `credit += len(items) + items[-1]` -> `-4 + 3 + 6 = 5`\n- `queue = [2, 5, 8, 3]`\n- `limit`:\n  - 2 <= 6: limit = -2\n  - 5 <= 6: limit = -4\n  - 8 > 6: limit = -4 + 8 = 4\n  - 3 <= 6: limit = 4 - 2 = 2\n- `credit += 2` -> `5 + 2 = 7`\n- `count = 8 + 8 * 2 = 24`\n- `scores = [7, 5, 3, 6, 2, 9]`, `nums = [5, 3, 6, 2]`\n- `credit += len(nums) + nums[-1]` -> `7 + 4 + 2 = 13`\n- `credit += count` -> `13 + 24 = 37`\n- `credit += score` -> `37 + 6 = 43`\n- `credit += len(rows)` -> `43 + 1 = 44`\n- `credit += value` -> `44 + 8 = 52`\n- `measure_fees([14])`:\n  - `items = [0, 9]`\n  - `codes.append(2 + 9)` -> `codes = [14, 11]`\n  - `stack = [2, 3, 8, 7]`, `bonus = 3`\n  - `count`:\n    - 2 <= 3: -3\n    - 3 <= 3: -6\n    - 8 > 3: -6 + 8 = 2\n    - 7 > 3: 2 + 7 = 9\n  - `codes.append(9)` -> `codes = [14, 11, 9]`\n  - `factor = 1 + 9 * 2 = 19`\n  - `marks = [0, 3, 4, 6, 1, 8]`, `bins = [3, 4, 6, 1]`\n  - `codes.append(4 + 3)` -> `codes = [14, 11, 9, 7]`\n  - `codes.append(19)` -> `codes = [14, 11, 9, 7, 19]`\n  - `codes.append(6)` -> `codes = [14, 11, 9, 7, 19, 6]`\n  - `codes.append(16)` -> `codes = [14, 11, 9, 7, 19, 6, 16]`\n  - `codes.append(9)` -> `codes = [14, 11\n...[6926 chars clipped]...\n:\n`reserve = 6`, `weight = 2`, `shift = 147 // 2 = 73`.\n`cells = [6, 6, 9]`, `batch = [6, 6, 9, 17, 20]`.\n`reserve += 3 + 9 = 21`.\n`rows = [3, 0, 4, 6]`, `peak = 3 - 1 + 4 + 6 = 12`.\n`reserve += 12 = 33`.\n`shift = 73 // 2 = 36`.\n`nums = [5, 4, 2, 7, 3]`, `codes = [4, 2, 7]`.\n`reserve += 3 + 7 = 43`.\n`reserve += 36 * 2 = 115`.\n`reserve += 2 * 2 = 119`.\n`reserve += 4 = 123`.\n`reserve += 143 * 2 = 409`.\n`allocate_margin('zxya', [2, 9, 3])`:\n`nums = [5, 3, 4]`, `value = 17`.\n`bins = [8, 3, 2]`, `queue = [8, 3, 2, 11, 24]`.\n`nums.append(3 + 2) = [5, 3, 4, 5]`.\n`rows = [5, 8, 7, 0]`, `tally = -3 + 8 - 3 - 3 = -1`.\n`nums.append(-1) = [5, 3, 4, 5, -1]`.\n`value = 17 // 2 = 8`.\n`cells = [8, 1, 4, 7, 2, 0]`, `items = [1, 4, 7, 2]`.\n`nums.append(4 + 2) = [5, 3, 4, 5, -1, 6]`.\n`nums.append(16) = [5, 3, 4, 5, -1, 6, 16]`.\n`nums.append(8) = [5, 3, 4, 5, -1, 6, 16, 8]`.\n`nums.append(4) = [5, 3, 4, 5, -1, 6, 16, 8, 4]`.\n`nums.append(3) = [5, 3, 4, 5, -1, 6, 16, 8, 4, 3]`.\n`sum(nums) = 53`.\n`reserve = 409 + 53 = 462`.\n`bonus = 224 + 462 = 686`.\n`collect_batch(143)`:\n`codes = [8, 4]`, `shift = 143 + 6 + 143 * 2 = 435`.\n`batch = [4, 7]`, `marks = [4, 7, 17, 25]`.\n`codes.append(2 + 7) = [8, 4, 9]`.\n`queue = [6, 4, 3, 7, 0]`, `height = 6 + 4 - 1 + 7 - 1 = 15`.\n`codes.append(15) = [8, 4, 9, 15]`.\n`shift = 435 + 143 * 2 = 721`.\n`stack = [0, 9, 1, 2, 3, 4]`, `rows = [9, 1, 2, 3]`.\n`codes.append(4 + 3) = [8, 4, 9, 15, 7]`.\n`codes.append(1442) = [8, 4, 9, 15, 7, 1442]`.\n`codes.append(143) = [8, 4, 9, 1", "```tool_code\nrun_tests()\n```", "```tool_code\nread_file(path='grading.py')\n```", "```tool_code\nedit_file(path='grading.py', old='    credit = credit + sum(measure_fees(rows))', new='    credit = credit + sum(measure_fees(rows[:]))')\n```", "```tool_code\nread_file(path='quotas.py')\n```", "```tool_code\nedit_file(path='quotas.py', old='    codes.append(len(items) + items[-1]) # No change, just checking', new='    codes.append(len(items) + items[-1])')\n```"]}
Reasoning not captured

(no reasoning captured)

Realized dims 34
dimvalue
bug_distance1.0
calls_to_first_cause_read3.0
clone_trap0.0
distractor_modules0.0
edit_nomatch0.0
edit_nonunique0.0
files_read8.0
files_read_on_path2.0
hidden_inputs4.0
inlined0.0
lines293.0
lookalike_twins0.0
max_fanout2.0
n_bugs1.0
n_calls20.0
n_crossing_edges7.0
n_edges8.0
n_edits4.0
n_errors0.0
n_files8.0
n_funcs9.0
n_modules8.0
n_neighbors0.0
n_reads13.0
n_searches0.0
n_test_runs3.0
path_crosses_every_hop1.0
protocol_version2.0
ran_tests_after_last_edit0.0
test_edit_attempts0.0
tokens_in_total90173.0
truncated_turns1.0
unknown_tool0.0
whole_file_rewrite0.0
Latent params 18
paramvalue
bug_distance1.0
bug_mix0.0
clone_trap0.0
distractor_modules0.0
fanout2.0
graph_tools0.0
hidden_inputs4.0
inline_p0.25
lookalike_names0.0
misleading_comments0.0
n_bugs1.0
n_funcs8.0
n_modules8.0
n_statements8.0
opaque_names0.0
restate_imports0.0
restate_symbols0.0
tool_budget20.0