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Record a15127ef2c6f4776963aeec980cc54ec

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: 87389/504 · cost: $0.008890 · latency: 44078.7 ms

repo_fixtemplatestop

verifier_detail: kind=repo_fix;campaign=1;protocol=text;outcome=budget_exhausted;detail=wrong_site_file;bug=wrong_op;bug_module=helpers;edited=budgeting.py;turns=20;protocol_version=2;result_rendering=text;calls_per_turn=1;text_stop=1;skipped_calls=0;max_tokens=6000;n_calls=20;n_reads=12;n_searches=0;n_neighbors=0;n_edits=5;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=44

lineage: a15127ef

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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 356 chars · 87,389 tokens in
The test suite currently fails:

tests/test_budgeting.py::test_solve_1 FAILED
    assert solve('ab', [-2, 5, 8, -1, 11, -9]) == 6304
    AssertionError: solve('ab', [-2, 5, 8, -1, 11, -9]) returned 6184
1 failed, 0 passed

Repository files:
budgeting.py
helpers.py
ledger.py
payroll.py
reporting.py
rewards.py
scoring.py
shipping.py
tests/test_budgeting.py
Response 504 tokens out · finish: stop
{"steps": [{"step": 1, "tool": "run_tests", "args": {}, "ok": true, "kind": null, "output": "tests/test_budgeting.py::test_solve_1 FAILED\n    assert solve('ab', [-2, 5, 8, -1, 11, -9]) == 6304\n    AssertionError: solve('ab', [-2, 5, 8, -1, 11, -9]) returned 6184\n1 failed, 0 passed"}, {"step": 2, "tool": "read_file", "args": {"path": "budgeting.py"}, "ok": true, "kind": null, "output": "   1  from helpers import measure_discount\n   2  from payroll import rank_weights\n   3  \n   4  \n   5  def solve(title, marks):\n   6      width = 8\n   7      label = 'ab'\n   8      level = 9\n   9      level = level // 2\n  10      rows = [8, 2]\n  11      scores = rows\n  12      scores += [15]\n  13      scores = scores + [24]\n  14      items = rows[:]\n  15      items.append(33)\n  16      width += len(rows) + rows[-1]\n  17      parts = [6, 3, 5, 1]\n  18      cost = 0\n  19      for elem in parts:\n  20          if elem > 4:\n  21              cost += elem\n  22          else:\n  23              cost -= 2\n  24      width += cost\n  25      level = level // 2\n  26      slots = [5, 6, 9, 0, 1]\n  27      cells = slots[1:len(slots) - 1]\n  28      width += len(cells) + cells[-1]\n  29      width += level\n  30      width += len(title)\n  31      width += len(marks)\n  32      width += len(label)\n  33      width = width + measure_discount(6, title)\n  34      width = width + rank_weights(9)\n  35      return width"}, {"step": 3, "tool": "read_file", "args": {"path": "helpers.py"}, "ok": true, "kind": null, "output": "   1  from reporting import reconcile_penalty\n   2  from shipping import combine_weights\n   3  \n   4  \n   5  def measure_discount(total, word):\n   6      shift = 8\n   7      factor = 7\n   8      limit = 4\n   9      limit = limit + factor * 2\n  10      scores = [4, 7, 2]\n  11      batch = scores\n  12      batch += [13]\n  13      batch = batch + [23]\n  14      queue = scores[:]\n  15      queue.append(30)\n  16      total += len(scores) + scores[-1]\n  17      items = [4, 2, 6, 5]\n  18      cost = 0\n  19      for x in items:\n  20          if x > 3:\n  21              cost += x\n  22          else:\n  23              cost -= 3\n  24      total += cost\n  25      limit = limit + factor * 2\n  26      rows = [9, 1, 5, 8, 7, 3]\n  27      cells = rows[1:len(rows) + 1]\n  28      total += len(cells) + cells[-1]\n  29      total += limit\n  30      total += shift\n  31      total += len(word)\n  32      total += factor\n  33      total = total + sum(combine_weights([2, 3], total))\n  34      total = total + sum(reconcile_penalty([1, -3], total))\n  35      return total"}, {"step": 4, "tool": "read_file", "args": {"path": "payroll.py"}, "ok": true, "kind": null, "output": "   1  from ledger import rank_batch\n   2  from reporting import reconcile_penalty\n   3  \n   4  \n   5  def rank_weights(amount):\n   6      tally = 6\n   7      factor = 2\n   8      count = 6\n   9      delta = count + 5\n  10      delta += 3\n  11      parts = [4, 2, 6]\n  12      scores = parts\n  13      scores += [11]\n  14      scores = scores + [29]\n  15      items = parts[:]\n  16      items.append(36)\n  17      amount += len(parts) + parts[-1]\n  18      rows = [6, 4, 8, 2, 0]\n  19      rate = 0\n  20      for x in rows:\n  21          if x > count:\n  22              rate += x\n  23          else:\n  24              rate -= 3\n  25      amount += rate\n  26      delta = delta * 2 - 3\n  27      nums = [8, 0, 1, 2, 5]\n  28      cells = nums[1:len(nums) - 1]\n  29      amount += len(cells) + cells[-1]\n  30      amount += delta\n  31      amount += tally\n  32      amount += factor\n  33      amount += count\n  34      amount = amount + rank_batch([7, 3, 8], amount)\n  35      amount = amount + sum(reconcile_penalty([9, 2], amount))\n  36      return amount"}, {"step": 5, "tool": "read_file", "args": {"path": "reporting.py"}, "ok": true, "kind": null, "output": "   1  def reconcile_penalty(bins, peak):\n   2      parts = [0, 7, 2]\n   3      values = [1, 7, 6]\n   4      budget = peak + 6\n   5      budget += 9\n   6      queue = [1, 5]\n   7      stack = queue\n   8      stack += [11]\n   9      stack = stack + [20]\n  10      codes = queue[:]\n  11      codes.append(35)\n  12      parts.append(len(queue) + queue[-1])\n  13      nums = [7, 4, 2, 5]\n  14      rate = 0\n  15      for e in nums:\n  16          if e > 5:\n  17              rate += e\n  18          else:\n  19              rate -= 2\n  20      parts.append(rate)\n  21      budget += 3\n  22      items = [9, 1, 7, 3, 6]\n  23      cells = items[1:len(items) - 1]\n  24      parts.append(len(cells) + cells[-1])\n  25      parts.append(budget)\n  26      parts.append(len(values))\n  27      parts.append(len(bins))\n  28      parts.append(peak)\n  29      codes_6 = bins[:]\n  30      tally = peak\n  31      spare = 3\n  32      offset = 3\n  33      level = tally + 2\n  34      level -= 2\n  35      items_9 = [3, 0]\n  36      batch = items_9\n  37      batch += [11]\n  38      batch = batch + [20]\n  39      slots = items_9[:]\n  40      slots.append(34)\n  41      spare += len(items_9) + items_9[-1]\n  42      rows = [1, 7, 2, 0]\n  43      step = 0\n  44      for x in rows:\n  45          if x > offset:\n  46              step += x\n  47          else:\n  48              step -= 3\n  49      spare += step\n  50      level -= 6\n  51      marks = [5, 7, 4, 1, 9]\n  52      scores = marks[1:len(marks) - 1]\n  53      spare += len(scores) + scores[-1]\n  54      spare += level\n  55      spare += offset\n  56      spare += len(codes_6)\n  57      spare += tally * 2\n  58      parts = parts + [spare]\n  59      return parts"}, {"step": 6, "tool": "read_file", "args": {"path": "shipping.py"}, "ok": true, "kind": null, "output": "   1  from rewards import update_window\n   2  from scoring import reconcile_offset\n   3  \n   4  \n   5  def combine_weights(stack, margin):\n   6      slots = [4, 0, 2, 3]\n   7      cost = 4\n   8      tally = 4\n   9      tally += cost\n  10      cells = [5, 7, 6]\n  11      marks = cells\n  12      marks += [14]\n  13      marks = marks + [28]\n  14      nums = cells[:]\n  15      nums.append(37)\n  16      slots.append(len(cells) + cells[-1])\n  17      batch = [8, 0, 1, 3]\n  18      peak = 0\n  19      for elem in batch:\n  20          if elem > cost:\n  21              peak += elem\n  22          else:\n  23              peak -= 3\n  24      slots.append(peak)\n  25      tally += margin\n  26      bins = [7, 6, 8, 4, 9]\n  27      parts = bins[1:len(bins) - 1]\n  28      slots.append(len(parts) + parts[-1])\n  29      slots.append(tally)\n  30      slots.append(stack[-1])\n  31      slots.append(cost)\n  32      slots.append(margin)\n  33      slots = slots + [update_window(margin)]\n  34      slots = slots + reconcile_offset(stack[:], margin)\n  35      return slots"}, {"step": 7, "tool": "read_file", "args": {"path": "rewards.py"}, "ok": true, "kind": null, "output": "   1  def update_window(count):\n   2      base = 2\n   3      values = [0, 4, 8, 9]\n   4      batch = [7, 3, 9]\n   5      reserve = base + 6\n   6      reserve -= 7\n   7      nums = [0, 7]\n   8      scores = nums\n   9      scores += [13]\n  10      scores = scores + [29]\n  11      items = nums[:]\n  12      items.append(37)\n  13      count += len(nums) + nums[-1]\n  14      bins = [1, 9, 6, 0]\n  15      cost = 0\n  16      for elem in bins:\n  17          if elem > 3:\n  18              cost += elem\n  19          else:\n  20              cost -= 3\n  21      count += cost\n  22      reserve = reserve + base * 2\n  23      stack = [5, 7, 3, 6, 4]\n  24      rows = stack[1:len(stack) - 1]\n  25      count += len(rows) + rows[-1]\n  26      count += reserve\n  27      count += base\n  28      count += len(values)\n  29      count += len(batch)\n  30      return count"}, {"step": 8, "tool": "read_file", "args": {"path": "scoring.py"}, "ok": true, "kind": null, "output": "   1  def reconcile_offset(stack, limit):\n   2      marks = [9, 3, 8, 8]\n   3      quota = 4\n   4      depth = limit + 9\n   5      depth = depth // 2\n   6      bins = [9, 9]\n   7      codes = bins\n   8      codes += [11]\n   9      codes = codes + [29]\n  10      rows = bins[:]\n  11      rows.append(34)\n  12      marks.append(len(bins) + bins[-1])\n  13      scores = [9, 1, 8, 4]\n  14      total = 0\n  15      for x in scores:\n  16          if x > quota:\n  17              total += x\n  18          else:\n  19              total -= 2\n  20      marks.append(total)\n  21      depth += quota\n  22      cells = [0, 9, 1, 2, 5, 3]\n  23      batch = cells[1:len(cells) - 1]\n  24      marks.append(len(batch) + batch[-1])\n  25      marks.append(depth)\n  26      marks.append(len(stack))\n  27      marks.append(limit * 2)\n  28      marks.append(quota)\n  29      return marks"}, {"step": 9, "tool": "read_file", "args": {"path": "ledger.py"}, "ok": true, "kind": null, "output": "   1  def rank_batch(rows, margin):\n   2      count = 6\n   3      items = [4, 7, 8]\n   4      level = margin + 2\n   5      level += 8\n   6      values = [1, 0, 8]\n   7      codes = values\n   8      codes += [16]\n   9      codes = codes + [20]\n  10      nums = values[:]\n  11      nums.append(30)\n  12      count += len(values) + values[-1]\n  13      queue = [8, 2, 9, 1, 5]\n  14      step = 0\n  15      for elem in queue:\n  16          if elem > margin:\n  17              step += elem\n  18          else:\n  19              step -= 2\n  20      count += step\n  21      level -= 9\n  22      stack = [9, 7, 3, 8, 1]\n  23      bins = stack[1:len(stack) - 1]\n  24      count += len(bins) + bins[-1]\n  25      count += level\n  26      count += items[0]\n  27      count += len(rows)\n  28      count += margin\n  29      return count"}, {"step": 10, "tool": "read_file", "args": {"path": "tests/test_budgeting.py"}, "ok": true, "kind": null, "output": "   1  from budgeting import solve\n   2  \n   3  \n   4  def test_solve_1():\n   5      assert solve('ab', [-2, 5, 8, -1, 11, -9]) == 6304"}, {"step": 11, "tool": "read_file", "args": {"path": "budgeting.py"}, "ok": true, "kind": null, "output": "   1  from helpers import measure_discount\n   2  from payroll import rank_weights\n   3  \n   4  \n   5  def solve(title, marks):\n   6      width = 8\n   7      label = 'ab'\n   8      level = 9\n   9      level = level // 2\n  10      rows = [8, 2]\n  11      scores = rows\n  12      scores += [15]\n  13      scores = scores + [24]\n  14      items = rows[:]\n  15      items.append(33)\n  16      width += len(rows) + rows[-1]\n  17      parts = [6, 3, 5, 1]\n  18      cost = 0\n  19      for elem in parts:\n  20          if elem > 4:\n  21              cost += elem\n  22          else:\n  23              cost -= 2\n  24      width += cost\n  25      level = level // 2\n  26      slots = [5, 6, 9, 0, 1]\n  27      cells = slots[1:len(slots) - 1]\n  28      width += len(cells) + cells[-1]\n  29      width += level\n  30      width += len(title)\n  31      width += len(marks)\n  32      width += len(label)\n  33      width = width + measure_discount(6, title)\n  34      width = width + rank_weights(9)\n  35      return width"}, {"step": 12, "tool": "edit_file", "args": {"path": "budgeting.py", "old": "    width = width + measure_discount(6, title)", "new": "    width = width + measure_discount(width, title)"}, "ok": true, "kind": null, "output": "edited budgeting.py"}, {"step": 13, "tool": "run_tests", "args": {}, "ok": true, "kind": null, "output": "tests/test_budgeting.py::test_solve_1 FAILED\n    assert solve('ab', [-2, 5, 8, -1, 11, -9]) == 6304\n    AssertionError: solve('ab', [-2, 5, 8, -1, 11, -9]) returned 7822\n1 failed, 0 passed"}, {"step": 14, "tool": "edit_file", "args": {"path": "budgeting.py", "old": "    width = width + measure_discount(width, title)", "new": "    width = width + measure_discount(6, title)"}, "ok": true, "kind": null, "output": "edited budgeting.py"}, {"step": 15, "tool": "read_file", "args": {"path": "budgeting.py"}, "ok": true, "kind": null, "output": "   1  from helpers import measure_discount\n   2  from payroll import rank_weights\n   3  \n   4  \n   5  def solve(title, marks):\n   6      width = 8\n   7      label = 'ab'\n   8      level = 9\n   9      level = level // 2\n  10      rows = [8, 2]\n  11      scores = rows\n  12      scores += [15]\n  13      scores = scores + [24]\n  14      items = rows[:]\n  15      items.append(33)\n  16      width += len(rows) + rows[-1]\n  17      parts = [6, 3, 5, 1]\n  18      cost = 0\n  19      for elem in parts:\n  20          if elem > 4:\n  21              cost += elem\n  22          else:\n  23              cost -= 2\n  24      width += cost\n  25      level = level // 2\n  26      slots = [5, 6, 9, 0, 1]\n  27      cells = slots[1:len(slots) - 1]\n  28      width += len(cells) + cells[-1]\n  29      width += level\n  30      width += len(title)\n  31      width += len(marks)\n  32      width += len(label)\n  33      width = width + measure_discount(6, title)\n  34      width = width + rank_weights(9)\n  35      return width"}, {"step": 16, "tool": "edit_file", "args": {"path": "budgeting.py", "old": "    width = width + rank_weights(9)", "new": "    width = width + rank_weights(width)"}, "ok": true, "kind": null, "output": "edited budgeting.py"}, {"step": 17, "tool": "run_tests", "args": {}, "ok": true, "kind": null, "output": "tests/test_budgeting.py::test_solve_1 FAILED\n    assert solve('ab', [-2, 5, 8, -1, 11, -9]) == 6304\n    AssertionError: solve('ab', [-2, 5, 8, -1, 11, -9]) returned 91540\n1 failed, 0 passed"}, {"step": 18, "tool": "edit_file", "args": {"path": "budgeting.py", "old": "    width = width + rank_weights(width)", "new": "    width = width + rank_weights(9)"}, "ok": true, "kind": null, "output": "edited budgeting.py"}, {"step": 19, "tool": "read_file", "args": {"path": "budgeting.py"}, "ok": true, "kind": null, "output": "   1  from helpers import measure_discount\n   2  from payroll import rank_weights\n   3  \n   4  \n   5  def solve(title, marks):\n   6      width = 8\n   7      label = 'ab'\n   8      level = 9\n   9      level = level // 2\n  10      rows = [8, 2]\n  11      scores = rows\n  12      scores += [15]\n  13      scores = scores + [24]\n  14      items = rows[:]\n  15      items.append(33)\n  16      width += len(rows) + rows[-1]\n  17      parts = [6, 3, 5, 1]\n  18      cost = 0\n  19      for elem in parts:\n  20          if elem > 4:\n  21              cost += elem\n  22          else:\n  23              cost -= 2\n  24      width += cost\n  25      level = level // 2\n  26      slots = [5, 6, 9, 0, 1]\n  27      cells = slots[1:len(slots) - 1]\n  28      width += len(cells) + cells[-1]\n  29      width += level\n  30      width += len(title)\n  31      width += len(marks)\n  32      width += len(label)\n  33      width = width + measure_discount(6, title)\n  34      width = width + rank_weights(9)\n  35      return width"}, {"step": 20, "tool": "edit_file", "args": {"path": "budgeting.py", "old": "    width = width + measure_discount(6, title)", "new": "    width = width + measure_discount(12, title)"}, "ok": true, "kind": null, "output": "edited budgeting.py"}], "diff": "--- a/budgeting.py\n+++ b/budgeting.py\n@@ -31,5 +31,5 @@\n     width += len(marks)\n     width += len(label)\n-    width = width + measure_discount(6, title)\n+    width = width + measure_discount(12, title)\n     width = width + rank_weights(9)\n     return width\n", "assistant": ["```tool_code\nrun_tests()\n```", "```tool_code\nread_file(path='budgeting.py')\n```", "```tool_code\nread_file(path='helpers.py')\n```", "```tool_code\nread_file(path='payroll.py')\n```", "```tool_code\nread_file(path='reporting.py')\n```", "```tool_code\nread_file(path='shipping.py')\n```", "```tool_code\nread_file(path='rewards.py')\n```", "```tool_code\nread_file(path='scoring.py')\n```", "```tool_code\nread_file(path='ledger.py')\n```", "```tool_code\nread_file(path='tests/test_budgeting.py')\n```", "```tool_code\nread_file(path='budgeting.py')\n```", "```tool_code\nedit_file(path='budgeting.py', old='    width = width + measure_discount(6, title)', new='    width = width + measure_discount(width, title)')\n```", "```tool_code\nrun_tests()\n```", "```tool_code\nedit_file(path='budgeting.py', old='    width = width + measure_discount(width, title)', new='    width = width + measure_discount(6, title)')\n```", "```tool_code\nread_file(path='budgeting.py')\n```", "```tool_code\nedit_file(path='budgeting.py', old='    width = width + rank_weights(9)', new='    width = width + rank_weights(width)')\n```", "```tool_code\nrun_tests()\n```", "```tool_code\nedit_file(path='budgeting.py', old='    width = width + rank_weights(width)', new='    width = width + rank_weights(9)')\n```", "```tool_code\nread_file(path='budgeting.py')\n```", "```tool_code\nedit_file(path='budgeting.py', old='    width = width + measure_discount(6, title)', new='    width = width + measure_discount(12, title)')\n```"]}
Reasoning not captured

(no reasoning captured)

Realized dims 33
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
inlined1.0
lines288.0
lookalike_twins0.0
max_fanout2.0
n_bugs1.0
n_calls20.0
n_crossing_edges8.0
n_edges8.0
n_edits5.0
n_errors0.0
n_files8.0
n_funcs8.0
n_modules8.0
n_neighbors0.0
n_reads12.0
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_total87389.0
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