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SWE-bench Verified — hybrid CWM, reward + rubrics channel (9/10)

SWE-bench Verified, all 500 instances held out · Haiku 4.5 agent · official test grading · canonical architecture, 9/10 channel: the world model returns the reward and every applicable rubric verbatim with its own reward, nothing else;: the router sends bash to the pod and code execution to the world model; routed commands are never run; the agent receives only the parsed rubric → reward verdicts as markdown. The 9/07 page (run-and-hide, full-text channel) is the historical record.

Superseded. This page reports the 9/07 run-and-hide design: execution commands were still run in the pod and only their output was hidden, so wall clock here includes real training/test execution, the side-channel scans after every execution, and (for some arms) API throttling. The canonical never-execute results are on SWE-bench Verified — hybrid CWM, reward + rubrics channel (9/10) — canonical hybrid CWM.

1Experiment setting

Each instance is a real GitHub issue in a Python repository; the agent must produce a patch that makes the hidden FAIL_TO_PASS tests pass without breaking PASS_TO_PASS. Resolved = the official SWE-bench harness verdict.

A Haiku 4.5 agent works in the repository by issuing bash commands. The settings differ only in what answers those commands:

In every world-model setting an execution command is still run in the pod (its side effects persist) and only the observation the agent sees is replaced by the world model's answer; reads, searches and edits are always real. Same settings as the 9/07 SWE-bench page.

Interpreter baseline — every command runs; the agent sees real output.
agentHaiku 4.5bash commandinterpreterruns everything, 60 s capreal output + return code
No code execution (floor) — reads and edits are real; runs return nothing.
agentHaiku 4.5routerrule: does it run code?reads / edits / grepinterpreterreal output + rcreal outputcode executionnothing backoutput withheld · rc hiddenthe run still happens; files it writes are quarantined
All-CWM (original) — the CWM answers everything, using the same retrieved rubrics; the agent cannot read code.
agentHaiku 4.5every command, reads includedCWMgrades the diff vs the retrieved rubricsrubric verdict onlyrubric library10 / 100 / 1000 mined rubricstop-12 nearest to the taskthe agent never sees file contentsor any command's output
Hybrid CWM (this work) — reads go to the interpreter, runs go to the CWM with retrieved rubrics.
agentHaiku 4.5routerrule: does it run code?reads / edits / grepinterpreterreal output + rcreal outputcode executionCWMgrades the diff vs the retrieved rubricsrubric library1000 mined rubricstop-12 nearest totask + diff + commandverdict + real rcthe run executes for side effects only; its output is never shown

The router is a fixed rule, not a model. The command string is split on every bash separator (\n ; && || | &), heredoc bodies are dropped and wrapper prefixes (sudo, timeout N, VAR=x) skipped; a command is code execution if any segment's first word is an interpreter or test runner (python, pytest, tox, make, manage.py, runtests.py, bash, sh, …), a script or repo executable (./run.sh, /testbed/bin/x), or contains a substitution / xargs / find -exec that runs one. Everything else — cat, ls, grep, sed -i, git, heredoc writes — is a read or edit and goes to the interpreter. A mixed command such as cat > t.py <<EOF … EOF && python t.py counts as execution.

The CWM (Haiku 4.5 or Opus 5) reads the task, the agent's current diff and the command, grades the diff against the 12 rubrics retrieved from the mined library (nearest to the task, the files the diff touches and the command; in the hybrid arms a standing task criterion — “does the change implement what the issue asks?” — is added to the list) and returns the per-rubric verdict. Files written by a run are quarantined so the agent cannot read the output back; every trajectory is audited for leakage. No setting ever sees the hidden grading tests.

2Results

resolved, % of 500

0%20%40%60%80%100%68%339/50059%297/500pending60%298/50061%307/50062%310/50061%304/50061%306/50063%313/50061%307/50060%302/50068%338/50068%338/50069%343/50063%314/50060%302/50059%293/50063%313/50065%325/50063%315/50063%313/50070%351/50066%328/50066%331/50063%315/50065%327/50086%431/50079%394/50078%389/50077%384/50072%360/50077%384/50086%430/50073%363/500interpreterrealexecutionno code exec.bashonlyall-CWMOpusmined 1000hybrid CWMHaikutask onlyhybrid CWMHaiku1000 rubricshybrid CWMOpustask onlyhybrid CWMOpus10 rubricshybrid CWMOpus100 rubricshybrid CWMOpus1000 rubricshybrid CWMOpus12 randomhybrid CWMOpusgeneral-v1 (191)hybrid CWMOpus3 task-generated criteriahybrid CWMOpus3 task-generated (seed b)hybrid CWMOpus6 task-generated criteriahybrid CWMHaiku3 task-generated criteriahybrid CWMOpus12 pool-validated rubrics, artifact retrievalhybrid CWMOpusrelational library (83), artifact retrievalhybrid CWMOpus12 pool-validated rubrics + feedback preamblehybrid CWMOpustask only + feedback preamblehybrid CWMOpusmined 1000 + preamblehybrid CWMOpusloop library (82) + preambleroute-by-costtask only + preambleescalation on clean verdicttask only + preambleescalation every 4thtask only + preamblejudge exemplarstask only + preamblejudge exemplarsmined 1000 + preambleSonnet 5 agentinterpreterSonnet 5 agentfloorSonnet 5 agenthybrid, task only + preambleSonnet 5 agenthybrid, mined 1000Sonnet 5 agenthybrid, mined 1000 + preambleSonnet 5 agenthybrid, Haiku judge, mined 1000Sonnet 5 agentroute-by-costSonnet 5 agenthybrid, mined 1000 + preamble + judge exemplars
armcountratealso
interpreter · real · execution339/50067.8%submitted 500 · errors 0
no code exec. · bash · only297/50059.4%submitted 500 · errors 0
all-CWM · Opus · mined 1000pending
hybrid CWM · Haiku · task only298/50059.6%submitted 500 · errors 0
hybrid CWM · Haiku · 1000 rubrics307/50061.4%submitted 500 · errors 0
hybrid CWM · Opus · task only310/50062.0%submitted 500 · errors 0
hybrid CWM · Opus · 10 rubrics304/50060.8%submitted 500 · errors 0
hybrid CWM · Opus · 100 rubrics306/50061.2%submitted 500 · errors 0
hybrid CWM · Opus · 1000 rubrics313/50062.6%submitted 500 · errors 0
hybrid CWM · Opus · 12 random307/50061.4%submitted 500 · errors 0
hybrid CWM · Opus · general-v1 (191)302/50060.4%submitted 500 · errors 0
hybrid CWM · Opus · 3 task-generated criteria338/50067.6%submitted 500 · errors 0
hybrid CWM · Opus · 3 task-generated (seed b)338/50067.6%submitted 500 · errors 0
hybrid CWM · Opus · 6 task-generated criteria343/50068.6%submitted 500 · errors 0
hybrid CWM · Haiku · 3 task-generated criteria314/50062.8%submitted 500 · errors 0
hybrid CWM · Opus · 12 pool-validated rubrics, artifact retrieval302/50060.4%submitted 500 · errors 0
hybrid CWM · Opus · relational library (83), artifact retrieval293/50058.6%submitted 500 · errors 0
hybrid CWM · Opus · 12 pool-validated rubrics + feedback preamble313/50062.6%submitted 500 · errors 0
hybrid CWM · Opus · task only + feedback preamble325/50065.0%submitted 500 · errors 0
hybrid CWM · Opus · mined 1000 + preamble315/50063.0%submitted 500 · errors 0
hybrid CWM · Opus · loop library (82) + preamble313/50062.6%submitted 500 · errors 0
route-by-cost · task only + preamble351/50070.2%submitted 500 · errors 0
escalation on clean verdict · task only + preamble328/50065.6%submitted 500 · errors 0
escalation every 4th · task only + preamble331/50066.2%submitted 500 · errors 0
judge exemplars · task only + preamble315/50063.0%submitted 500 · errors 0
judge exemplars · mined 1000 + preamble327/50065.4%submitted 500 · errors 0
Sonnet 5 agent · interpreter431/50086.2%submitted 500 · errors 0
Sonnet 5 agent · floor394/50078.8%submitted 500 · errors 0
Sonnet 5 agent · hybrid, task only + preamble389/50077.8%submitted 500 · errors 0
Sonnet 5 agent · hybrid, mined 1000384/50076.8%submitted 500 · errors 0
Sonnet 5 agent · hybrid, mined 1000 + preamble360/50072.0%submitted 500 · errors 0
Sonnet 5 agent · hybrid, Haiku judge, mined 1000384/50076.8%submitted 500 · errors 0
Sonnet 5 agent · route-by-cost430/50086.0%submitted 500 · errors 0
Sonnet 5 agent · hybrid, mined 1000 + preamble + judge exemplars363/50072.6%submitted 500 · errors 0

Efficiency: median wall-clock per instance

0.0 min2.4 min4.8 min7.2 min9.6 min12.0 min3.0 min3.9 minpending4.9 min11.6 min10.9 min4.9 min4.9 min11.3 min5.4 min11.3 min4.7 min4.1 min4.2 min4.1 min5.1 min5.2 min3.9 min3.8 min4.4 min4.6 min3.0 min5.7 min4.6 min3.9 min4.4 min1.6 min4.7 min3.1 min5.2 min4.0 min5.0 min1.5 min4.1 mininterpreterrealexecutionno code exec.bashonlyall-CWMOpusmined 1000hybrid CWMHaikutask onlyhybrid CWMHaiku1000 rubricshybrid CWMOpustask onlyhybrid CWMOpus10 rubricshybrid CWMOpus100 rubricshybrid CWMOpus1000 rubricshybrid CWMOpus12 randomhybrid CWMOpusgeneral-v1 (191)hybrid CWMOpus3 task-generated criteriahybrid CWMOpus3 task-generated (seed b)hybrid CWMOpus6 task-generated criteriahybrid CWMHaiku3 task-generated criteriahybrid CWMOpus12 pool-validated rubrics, artifact retrievalhybrid CWMOpusrelational library (83), artifact retrievalhybrid CWMOpus12 pool-validated rubrics + feedback preamblehybrid CWMOpustask only + feedback preamblehybrid CWMOpusmined 1000 + preamblehybrid CWMOpusloop library (82) + preambleroute-by-costtask only + preambleescalation on clean verdicttask only + preambleescalation every 4thtask only + preamblejudge exemplarstask only + preamblejudge exemplarsmined 1000 + preambleSonnet 5 agentinterpreterSonnet 5 agentfloorSonnet 5 agenthybrid, task only + preambleSonnet 5 agenthybrid, mined 1000Sonnet 5 agenthybrid, mined 1000 + preambleSonnet 5 agenthybrid, Haiku judge, mined 1000Sonnet 5 agentroute-by-costSonnet 5 agenthybrid, mined 1000 + preamble + judge exemplars

Wall-clock per instance from the first command to the last (minutes), from the per-command timing records of each pod.

Efficiency: median agent LLM calls per instance

03264961281605798pending78798178727681747675767774757178767757847078761862404841482043interpreterrealexecutionno code exec.bashonlyall-CWMOpusmined 1000hybrid CWMHaikutask onlyhybrid CWMHaiku1000 rubricshybrid CWMOpustask onlyhybrid CWMOpus10 rubricshybrid CWMOpus100 rubricshybrid CWMOpus1000 rubricshybrid CWMOpus12 randomhybrid CWMOpusgeneral-v1 (191)hybrid CWMOpus3 task-generated criteriahybrid CWMOpus3 task-generated (seed b)hybrid CWMOpus6 task-generated criteriahybrid CWMHaiku3 task-generated criteriahybrid CWMOpus12 pool-validated rubrics, artifact retrievalhybrid CWMOpusrelational library (83), artifact retrievalhybrid CWMOpus12 pool-validated rubrics + feedback preamblehybrid CWMOpustask only + feedback preamblehybrid CWMOpusmined 1000 + preamblehybrid CWMOpusloop library (82) + preambleroute-by-costtask only + preambleescalation on clean verdicttask only + preambleescalation every 4thtask only + preamblejudge exemplarstask only + preamblejudge exemplarsmined 1000 + preambleSonnet 5 agentinterpreterSonnet 5 agentfloorSonnet 5 agenthybrid, task only + preambleSonnet 5 agenthybrid, mined 1000Sonnet 5 agenthybrid, mined 1000 + preambleSonnet 5 agenthybrid, Haiku judge, mined 1000Sonnet 5 agentroute-by-costSonnet 5 agenthybrid, mined 1000 + preamble + judge exemplars

Efficiency: median seconds per LLM call (wall clock / calls, per instance)

0.0 s3.0 s6.0 s9.0 s12.0 s15.0 s3.0 s2.3 spending3.7 s8.8 s7.9 s3.7 s4.1 s8.6 s4.0 s8.7 s3.2 s3.1 s3.3 s3.3 s4.2 s4.2 s3.2 s2.9 s3.4 s3.3 s3.0 s3.9 s3.8 s2.9 s3.4 s4.6 s4.6 s4.7 s6.2 s5.5 s6.7 s4.5 s5.5 sinterpreterrealexecutionno code exec.bashonlyall-CWMOpusmined 1000hybrid CWMHaikutask onlyhybrid CWMHaiku1000 rubricshybrid CWMOpustask onlyhybrid CWMOpus10 rubricshybrid CWMOpus100 rubricshybrid CWMOpus1000 rubricshybrid CWMOpus12 randomhybrid CWMOpusgeneral-v1 (191)hybrid CWMOpus3 task-generated criteriahybrid CWMOpus3 task-generated (seed b)hybrid CWMOpus6 task-generated criteriahybrid CWMHaiku3 task-generated criteriahybrid CWMOpus12 pool-validated rubrics, artifact retrievalhybrid CWMOpusrelational library (83), artifact retrievalhybrid CWMOpus12 pool-validated rubrics + feedback preamblehybrid CWMOpustask only + feedback preamblehybrid CWMOpusmined 1000 + preamblehybrid CWMOpusloop library (82) + preambleroute-by-costtask only + preambleescalation on clean verdicttask only + preambleescalation every 4thtask only + preamblejudge exemplarstask only + preamblejudge exemplarsmined 1000 + preambleSonnet 5 agentinterpreterSonnet 5 agentfloorSonnet 5 agenthybrid, task only + preambleSonnet 5 agenthybrid, mined 1000Sonnet 5 agenthybrid, mined 1000 + preambleSonnet 5 agenthybrid, Haiku judge, mined 1000Sonnet 5 agentroute-by-costSonnet 5 agenthybrid, mined 1000 + preamble + judge exemplars

Wall clock is calls × seconds per call. This chart isolates the second factor: the time the agent waits per step, which contains the model call and, in the world-model arms, the judge verdict; in the interpreter it contains the real execution. An arm that is slower here costs more per step; an arm that is slower only in wall clock took more steps.

Efficiency: median cost per instance (agent + world model, $; judge cost = graded observations x that arm's $/grade)

$0.00$1.20$2.40$3.60$4.80$6.00$0.22$0.37pending$0.32$0.41$0.68$0.78$1.45$1.61$1.60$1.20$0.89$0.90$1.08$0.33$1.36$1.36$0.98$0.53$1.17$0.87$0.25$0.40$0.66$0.61$1.28$0.10$0.37$0.33$1.26$0.73$0.42$0.14$0.76interpreterrealexecutionno code exec.bashonlyall-CWMOpusmined 1000hybrid CWMHaikutask onlyhybrid CWMHaiku1000 rubricshybrid CWMOpustask onlyhybrid CWMOpus10 rubricshybrid CWMOpus100 rubricshybrid CWMOpus1000 rubricshybrid CWMOpus12 randomhybrid CWMOpusgeneral-v1 (191)hybrid CWMOpus3 task-generated criteriahybrid CWMOpus3 task-generated (seed b)hybrid CWMOpus6 task-generated criteriahybrid CWMHaiku3 task-generated criteriahybrid CWMOpus12 pool-validated rubrics, artifact retrievalhybrid CWMOpusrelational library (83), artifact retrievalhybrid CWMOpus12 pool-validated rubrics + feedback preamblehybrid CWMOpustask only + feedback preamblehybrid CWMOpusmined 1000 + preamblehybrid CWMOpusloop library (82) + preambleroute-by-costtask only + preambleescalation on clean verdicttask only + preambleescalation every 4thtask only + preamblejudge exemplarstask only + preamblejudge exemplarsmined 1000 + preambleSonnet 5 agentinterpreterSonnet 5 agentfloorSonnet 5 agenthybrid, task only + preambleSonnet 5 agenthybrid, mined 1000Sonnet 5 agenthybrid, mined 1000 + preambleSonnet 5 agenthybrid, Haiku judge, mined 1000Sonnet 5 agentroute-by-costSonnet 5 agenthybrid, mined 1000 + preamble + judge exemplars

What the agent does: command mix per setting

Every agent command classified by the routing rule (inner ring: interpreter vs code execution) and by type (outer ring). "Write file" = heredoc / echo redirects; "edit / file ops" = sed -i, mv, cp…; "run tests" = pytest and friends; "python script" = python x.py; "inline python" = python -c / heredoc.

interpreter — every command real · 33,366 commands, 67 per instance
62% bash38% code execread file17.2%search13.9%navigate / inspect25.5%write file2.4%edit / file ops1.0%git0.3%package mgmt0.0%other bash1.6%run tests12.1%python script14.6%inline python10.7%shell script0.3%other run0.3%
no code execution — routed commands never run, nothing returned · 50,377 commands, 101 per instance
69% bash31% code execread file20.7%search15.3%navigate / inspect25.7%write file3.9%edit / file ops2.7%git0.2%package mgmt0.0%other bash0.7%run tests3.9%python script13.2%inline python13.1%shell script0.4%other run0.2%
hybrid CWM · Opus · 1000 — routed commands never run; Opus verdicts · 39,685 commands, 79 per instance
75% bash25% code execread file23.1%search17.9%navigate / inspect24.1%write file5.0%edit / file ops3.0%git0.3%package mgmt0.0%other bash1.2%run tests3.5%python script10.9%inline python9.9%shell script0.7%other run0.4%
hybrid CWM · Haiku · 1000 — routed commands never run; Haiku verdicts · 40,849 commands, 82 per instance
74% bash26% code execread file21.8%search16.3%navigate / inspect27.0%write file4.9%edit / file ops2.7%git0.3%package mgmt0.0%other bash1.2%run tests3.6%python script11.0%inline python10.1%shell script0.7%other run0.4%

3Example traces

Instance pytest-dev__pytest-5809, the same task under both settings. Colours: agent command and reasoning, interpreter real output, CWM world-model text, withheld nothing returned; rc = the exit code the agent saw.

hybrid CWM · Opus · 1000 rubrics
24 commands · 24 answered by the interpreter · 0 by the CWM · 0 withheld
agentI'll start by analyzing the issue and locating the relevant code.
agent · cmd 1$ find /testbed -type f -name "*.py" | grep -i pastebin
interpreterrc=0/testbed/src/_pytest/pastebin.py /testbed/testing/test_pastebin.py
agentLet me examine the pastebin.py file to understand the current implementation:
agent · cmd 2$ cat /testbed/src/_pytest/pastebin.py
interpreterrc=0# -*- coding: utf-8 -*- """ submit failure or test session information to a pastebin service. """ from __future__ import absolute_import from __future__ import division from __future__ import print_function import sys import tempfile import six import pytest def pytest_addoption(parser): group = parser.getgroup("terminal reporting") group._addoption( "--pastebin", metavar="mode", action="store", dest="pastebin", default=None, choices=["failed", "all"], help="send failed|all info to bpaste.net pastebin service.", ) @pytest.hookimpl(trylast=True) def pytest_configure(config): if config.option.pastebin == "all": tr = config.pluginmanager.getplugin("terminalreporter") # if no terminal reporter plugin is present, nothing we can do here; # this can happen when this function executes in a slav … [2800 more chars]
agentNow let me check the test file to understand how the pastebin feature is tested:
agent · cmd 3$ cat /testbed/testing/test_pastebin.py
interpreterrc=0# -*- coding: utf-8 -*- from __future__ import absolute_import from __future__ import division from __future__ import print_function import sys import pytest class TestPasteCapture(object): @pytest.fixture def pastebinlist(self, monkeypatch, request): pastebinlist = [] plugin = request.config.pluginmanager.getplugin("pastebin") monkeypatch.setattr(plugin, "create_new_paste", pastebinlist.append) return pastebinlist def test_failed(self, testdir, pastebinlist): testpath = testdir.makepyfile( """ import pytest def test_pass(): pass def test_fail(): assert 0 def test_skip(): pytest.skip("") """ ) reprec = testdir.inline_run(testpath, "--paste=failed") assert len(pastebinlist) == 1 s = past … [3241 more chars]
agentNow I understand the issue clearly. The problem is in the `create_new_paste` function in `/testbed/src/_pytest/pastebin.py`. It currently uses `lexer="python3"` for Python 3 and `lexer="python"` for Python 2, but the output being pasted is actually test output (not Python code), and using `lexer="python3"` can cause HTTP 400 errors with certain contents. The fix is to change the lexer to `"text"`…
agent · cmd 4$ cd /testbed && git log --oneline --all | grep -i pastebin | head -20
interpreterrc=0427e6c3b4 Merge pull request #1222 from nicoddemus/pastebin-unicode 14bc3c400 Fix pastebin when captured output contains non-ascii characters 7232b45f2 Merge pull request #1213 from nicoddemus/pastebin-py3 a54e4e64c Merge remote-tracking branch 'upstream/master' into pastebin-py3 6a2ebddc7 Decode urlopen response in pastebin 0769bb489 Make pastebin use _pytest.config.create_terminal_writer 394367e1d Merged in nicoddemus/pytest/pastebin-xdist (pull request #239) 60cdb875e backport pastebin fix 5f2444d2a Merged in nicoddemus/pytest/fix-pastebin (pull request #228) 537dca477 Fixing --pastebin option by using a POST request instead of a XMLRPC call 6fefab0e3 pocoo no longer has a pastebin service, so this section title is incorrect. c076f4e78 switch pastebin to bpaste.net, fixes #141 8f5542589 fix issue87 - pastebin option now works with python3 69dfc7557 test and fix pastebin xmlrpc import … [123 more chars]
agentLet me create a simple test to reproduce the issue first:
agent · cmd 5$ cat > /tmp/test_pastebin_issue.py << 'EOF' """Test to check if lexer change resolves the issue""" import sys import re # Simulate the create_new_paste function with both lexer values def test_lexer_parameter(): # Check the current code from _pytest import pastebin import inspect source = inspect.getsource(pastebin.create_new_paste) print("Current implementation:") print(source) # Verify that it currently uses "python3" lexer if 'lexer": "python3"' in source or '"lexer": "python3"' in source: print("\n✓ Current code uses 'python3' lexer (this is the bug)") else: print("\n✗ Current code doesn't use 'python3' lexer") if __name__ == "__main__": test_lexer_parameter() EOF python /tmp/test_pastebin_issue.py
interpreterrc=1Predicted reward: 0.00 (no source file changed yet)
agentLet me run this differently:
agent · cmd 6$ cd /testbed && python -c "from _pytest import pastebin; import inspect; print(inspect.getsource(pastebin.create_new_paste))"
interpreterrc=1Predicted reward: 0.00 (no source file changed yet)
agentLet me check the working directory:
agent · cmd 7$ ls -la /testbed
interpreterrc=0total 416 drwxrwxrwx 1 root root 4096 Aug 13 03:13 . drwxr-xr-x 1 root root 4096 Sep 10 23:15 .. -rw-r--r-- 1 root root 374 Aug 13 03:13 .coveragerc drwxrwxrwx 1 root root 4096 Aug 13 03:13 .git -rw-r--r-- 1 root root 21 Aug 13 03:13 .gitattributes drwxrwxrwx 2 root root 4096 Aug 13 03:13 .github -rw-r--r-- 1 root root 590 Aug 13 03:13 .gitignore -rw-r--r-- 1 root root 2222 Aug 13 03:13 .pre-commit-config.yaml -rw-r--r-- 1 root root 5922 Aug 13 03:13 .travis.yml -rw-r--r-- 1 root root 3990 Aug 13 03:13 AUTHORS -rw-r--r-- 1 root root 280687 Aug 13 03:13 CHANGELOG.rst -rw-r--r-- 1 root root 475 Aug 13 03:13 CITATION -rw-r--r-- 1 root root 11912 Aug 13 03:13 CONTRIBUTING.rst -rw-r--r-- 1 root root 1645 Aug 13 03:13 HOWTORELEASE.rst -rw-r--r-- 1 root root 1096 Aug 13 03:13 LICENSE -rw-r--r-- 1 root root 4477 Aug 13 03:13 README.rst -rw-r--r-- 1 root root 2 … [653 more chars]
agentGood. Now let me look at the pastebin.py file again to identify the exact lines I need to change:
agent · cmd 8$ cd /testbed && grep -n "lexer" src/_pytest/pastebin.py
interpreterrc=082: "lexer": "python3" if sys.version_info[0] >= 3 else "python",
agentPerfect! I found the exact line. Now let me understand the issue better. According to the PR description: 1. The current code uses `lexer="python3"` for Python 3 2. This causes HTTP 400 errors with certain contents 3. The fix is to use `lexer="text"` instead because the pytest output is arbitrary text, not Python code Let me now make the fix:
agent · cmd 9$ cd /testbed && sed -i 's/"lexer": "python3" if sys.version_info\[0\] >= 3 else "python",/"lexer": "text",/' src/_pytest/pastebin.py
interpreterrc=0(empty)
agentLet me verify the change was made correctly:
agent · cmd 10$ cd /testbed && sed -n '75,85p' src/_pytest/pastebin.py
interpreterrc=0from urllib import urlopen, urlencode else: from urllib.request import urlopen from urllib.parse import urlencode params = { "code": contents, "lexer": "text", "expiry": "1week", } url = "https://bpaste.net"
agentGreat! The change looks good. Now I need to update the test file as well. Let me check what the test file expects:
agent · cmd 11$ cd /testbed && grep -n "lexer" testing/test_pastebin.py
interpreterrc=0129: lexer = "python3" if sys.version_info[0] >= 3 else "python" 131: assert "lexer=%s" % lexer in data.decode()
agentI see. The test file is expecting the lexer to be "python3" or "python" depending on the Python version. Since I'm changing the behavior to always use "text", the test needs to be updated. However, according to the instructions, I should NOT modify test files. Let me re-read the instructions: The instructions say: "DO NOT MODIFY: Tests, configuration files (pyproject.toml, setup.cfg, etc.)" So I…
agent · cmd 12$ cd /testbed && python -m pytest testing/test_pastebin.py::TestPaste::test_create_new_paste -xvs
interpreterrc=1Predicted reward: 0.50 (2 applicable criteria) [reward 1] ### The change does not implement the behavior the task requires - **Applies when**: always -- this criterion is derived from the task statement itself. - **Pattern**: The diff does not make the behavior described in the task actually happen: it edits the wrong location, changes something adjacent to the reported symptom, only adds tests/scripts/logging, or handles a different case than the one reported. Apply the diff mentally and ask whether the exact symptom described in the task would still occur. - **Detection procedure**: 1. From the task statement, state the concrete before/after behavior being requested (the call that misbehaves and what it should do instead). [reads: task] 2. Locate the lines in the diff that would change that behavior. If no hunk lies on the execution path of the reported call, the c … [3082 more chars]
agentWait, that output is unusual. Let me try again:
agent · cmd 13$ cd /testbed && python -m pytest testing/test_pastebin.py::TestPaste::test_create_new_paste -v 2>&1 | head -50
interpreterrc=1Predicted reward: 0.50 (2 applicable criteria) [reward 1] ### The change does not implement the behavior the task requires - **Applies when**: always -- this criterion is derived from the task statement itself. - **Pattern**: The diff does not make the behavior described in the task actually happen: it edits the wrong location, changes something adjacent to the reported symptom, only adds tests/scripts/logging, or handles a different case than the one reported. Apply the diff mentally and ask whether the exact symptom described in the task would still occur. - **Detection procedure**: 1. From the task statement, state the concrete before/after behavior being requested (the call that misbehaves and what it should do instead). [reads: task] 2. Locate the lines in the diff that would change that behavior. If no hunk lies on the execution path of the reported call, the c … [3082 more chars]
agentThat's odd. Let me check what's happening:
agent · cmd 14$ cd /testbed && python --version
interpreterrc=0Python 3.9.20
agentLet me try a different approach:
agent · cmd 15$ cd /testbed && python -m pytest testing/test_pastebin.py::TestPaste::test_create_new_paste --tb=short 2>&1 | grep -A 20 "FAILED\|PASSED\|AssertionError" | head -40
interpreterrc=1Predicted reward: 0.50 (2 applicable criteria) [reward 1] ### The change does not implement the behavior the task requires - **Applies when**: always -- this criterion is derived from the task statement itself. - **Pattern**: The diff does not make the behavior described in the task actually happen: it edits the wrong location, changes something adjacent to the reported symptom, only adds tests/scripts/logging, or handles a different case than the one reported. Apply the diff mentally and ask whether the exact symptom described in the task would still occur. - **Detection procedure**: 1. From the task statement, state the concrete before/after behavior being requested (the call that misbehaves and what it should do instead). [reads: task] 2. Locate the lines in the diff that would change that behavior. If no hunk lies on the execution path of the reported call, the c … [3082 more chars]
agentThere's something wrong. Let me check the system:
agent · cmd 16$ cd /testbed && which pytest
interpreterrc=0/opt/miniconda3/envs/testbed/bin/pytest
agentLet me try without the -m flag:
agent · cmd 17$ cd /testbed && pytest testing/test_pastebin.py::TestPaste::test_create_new_paste -v 2>&1 | head -80
interpreterrc=1Predicted reward: 0.50 (2 applicable criteria) [reward 1] ### The change does not implement the behavior the task requires - **Applies when**: always -- this criterion is derived from the task statement itself. - **Pattern**: The diff does not make the behavior described in the task actually happen: it edits the wrong location, changes something adjacent to the reported symptom, only adds tests/scripts/logging, or handles a different case than the one reported. Apply the diff mentally and ask whether the exact symptom described in the task would still occur. - **Detection procedure**: 1. From the task statement, state the concrete before/after behavior being requested (the call that misbehaves and what it should do instead). [reads: task] 2. Locate the lines in the diff that would change that behavior. If no hunk lies on the execution path of the reported call, the c … [3082 more chars]
agentIt seems like there's an intercepting tool outputting this "Predicted reward" message. Let me check if there are any python scripts in the root:
agent · cmd 18$ ls -la /testbed/*.py
interpreterrc=0-rw-r--r-- 1 root root 1123 Aug 13 03:13 /testbed/setup.py
agentLet me try running bash directly and checking the environment:
agent · cmd 19$ env | grep -i python
interpreterrc=0CONDA_PYTHON_EXE=/opt/miniconda3/bin/python
agentIt seems there's some kind of hook or interception. Let me try to directly verify my change without running pytest:
agent · cmd 20$ cat /testbed/src/_pytest/pastebin.py | head -90 | tail -20
interpreterrc=0""" import re if sys.version_info < (3, 0): from urllib import urlopen, urlencode else: from urllib.request import urlopen from urllib.parse import urlencode params = { "code": contents, "lexer": "text", "expiry": "1week", } url = "https://bpaste.net" response = urlopen(url, data=urlencode(params).encode("ascii")).read() m = re.search(r'href="/raw/(\w+)"', response.decode("utf-8")) if m: return "%s/show/%s" % (url, m.group(1)) else:
agentGood! My change was made successfully. The lexer is now set to "text" instead of "python3" or "python". Let me verify the entire modified file to make sure everything looks correct:
agent · cmd 21$ cat /testbed/src/_pytest/pastebin.py
interpreterrc=0# -*- coding: utf-8 -*- """ submit failure or test session information to a pastebin service. """ from __future__ import absolute_import from __future__ import division from __future__ import print_function import sys import tempfile import six import pytest def pytest_addoption(parser): group = parser.getgroup("terminal reporting") group._addoption( "--pastebin", metavar="mode", action="store", dest="pastebin", default=None, choices=["failed", "all"], help="send failed|all info to bpaste.net pastebin service.", ) @pytest.hookimpl(trylast=True) def pytest_configure(config): if config.option.pastebin == "all": tr = config.pluginmanager.getplugin("terminalreporter") # if no terminal reporter plugin is present, nothing we can do here; # this can happen when this function executes in a slav … [2755 more chars]
agentPerfect! The change has been made correctly. Line 82 now reads: ```python "lexer": "text", ``` instead of: ```python "lexer": "python3" if sys.version_info[0] >= 3 else "python", ``` This is exactly what the PR description asks for - to change from using a Python-specific lexer to using "text" since the pytest output is arbitrary text, not Python code. This will resolve the HTTP 400 errors that …
agent · cmd 22$ cd /testbed && git diff src/_pytest/pastebin.py > patch.txt
interpreterrc=0(empty)
agentLet me verify the patch was created correctly:
agent · cmd 23$ cat /testbed/patch.txt
interpreterrc=0diff --git a/src/_pytest/pastebin.py b/src/_pytest/pastebin.py index 41576a615..79b0d9d40 100644 --- a/src/_pytest/pastebin.py +++ b/src/_pytest/pastebin.py @@ -79,7 +79,7 @@ def create_new_paste(contents): params = { "code": contents, - "lexer": "python3" if sys.version_info[0] >= 3 else "python", + "lexer": "text", "expiry": "1week", } url = "https://bpaste.net"
agentPerfect! The patch looks exactly right. It shows: 1. The file being modified: `src/_pytest/pastebin.py` 2. The line number where the change occurs (line 82 in the original context) 3. The exact change: replacing the conditional lexer selection with a constant "text" value This change directly addresses the PR description: - ✅ Changes the lexer from "python3"/"python" to "text" - ✅ The console out…
agent · cmd 24$ echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT && cat patch.txt
interpreterrc=(empty)
no code execution
29 commands · 20 answered by the interpreter · 0 by the CWM · 9 withheld
agentI'll help you fix the issue with the `--pastebin` feature in pytest. Let me start by analyzing the codebase and understanding the problem.
agent · cmd 1$ find /testbed -type f -name "*.py" | grep -E "pastebin" | head -20
interpreterrc=0/testbed/src/_pytest/pastebin.py /testbed/testing/test_pastebin.py
agentLet me examine the pastebin.py file that's mentioned in the PR description:
agent · cmd 2$ cat /testbed/src/_pytest/pastebin.py
interpreterrc=0# -*- coding: utf-8 -*- """ submit failure or test session information to a pastebin service. """ from __future__ import absolute_import from __future__ import division from __future__ import print_function import sys import tempfile import six import pytest def pytest_addoption(parser): group = parser.getgroup("terminal reporting") group._addoption( "--pastebin", metavar="mode", action="store", dest="pastebin", default=None, choices=["failed", "all"], help="send failed|all info to bpaste.net pastebin service.", ) @pytest.hookimpl(trylast=True) def pytest_configure(config): if config.option.pastebin == "all": tr = config.pluginmanager.getplugin("terminalreporter") # if no terminal reporter plugin is present, nothing we can do here; # this can happen when this function executes in a slav … [2800 more chars]
agentNow let me look at the test file to understand the expected behavior:
agent · cmd 3$ cat /testbed/testing/test_pastebin.py
interpreterrc=0# -*- coding: utf-8 -*- from __future__ import absolute_import from __future__ import division from __future__ import print_function import sys import pytest class TestPasteCapture(object): @pytest.fixture def pastebinlist(self, monkeypatch, request): pastebinlist = [] plugin = request.config.pluginmanager.getplugin("pastebin") monkeypatch.setattr(plugin, "create_new_paste", pastebinlist.append) return pastebinlist def test_failed(self, testdir, pastebinlist): testpath = testdir.makepyfile( """ import pytest def test_pass(): pass def test_fail(): assert 0 def test_skip(): pytest.skip("") """ ) reprec = testdir.inline_run(testpath, "--paste=failed") assert len(pastebinlist) == 1 s = past … [3241 more chars]
agentNow I understand the problem. Looking at the PR description and the code: 1. The issue is in `/testbed/src/_pytest/pastebin.py` at lines 73-78 in the `create_new_paste` function 2. Currently, it uses `lexer="python3"` which causes HTTP 400 errors for some content 3. The solution is to change the lexer from `"python3"` to `"text"` since pytest output is arbitrary text, not Python code Let me firs…
agent · cmd 4$ cd /testbed && python -c " import sys if sys.version_info[0] >= 3: from urllib.parse import urlencode else: from urllib import urlencode # Test the current params with python3 lexer params = { 'code': b'test content', 'lexer': 'python3', 'expiry': '1week', } print('Current params:', params) print('Would send:', urlencode(params).encode('ascii')) "
withheldrc=0<execution output withheld>
agentLet me check what Python version we're working with:
agent · cmd 5$ python --version
interpreterrc=0Python 3.9.20
agentNow, let me check the issue more carefully. According to the PR description: - Using `lexer=python3` causes HTTP 400 errors for certain content - Changing it to `lexer=text` fixes the issue - The solution is the right thing to do anyway since pytest output is text, not Python code Let me look at the exact lines where the lexer is set:
agent · cmd 6$ grep -n "lexer" /testbed/src/_pytest/pastebin.py
interpreterrc=082: "lexer": "python3" if sys.version_info[0] >= 3 else "python",
agentNow I understand the issue completely. The fix is straightforward - we need to change the lexer from `"python3"` (or `"python"` for Python 2) to `"text"` for both Python versions. This makes sense because: 1. The pytest output is not Python code, it's arbitrary text 2. Using `"python3"` can cause HTTP 400 errors when the content doesn't match Python3 syntax Let me make the fix:
agent · cmd 7$ cat /testbed/src/_pytest/pastebin.py | head -90
interpreterrc=0# -*- coding: utf-8 -*- """ submit failure or test session information to a pastebin service. """ from __future__ import absolute_import from __future__ import division from __future__ import print_function import sys import tempfile import six import pytest def pytest_addoption(parser): group = parser.getgroup("terminal reporting") group._addoption( "--pastebin", metavar="mode", action="store", dest="pastebin", default=None, choices=["failed", "all"], help="send failed|all info to bpaste.net pastebin service.", ) @pytest.hookimpl(trylast=True) def pytest_configure(config): if config.option.pastebin == "all": tr = config.pluginmanager.getplugin("terminalreporter") # if no terminal reporter plugin is present, nothing we can do here; # this can happen when this function executes in a slav … [1908 more chars]
agentNow I'll fix the issue by changing the lexer from "python3"/"python" to "text":
agent · cmd 8$ cat > /tmp/fix_pastebin.py << 'EOF' import sys # Read the file with open('/testbed/src/_pytest/pastebin.py', 'r') as f: content = f.read() # Replace the lexer line old_line = ' "lexer": "python3" if sys.version_info[0] >= 3 else "python",' new_line = ' "lexer": "text",' if old_line in content: content = content.replace(old_line, new_line) with open('/testbed/src/_pytest/pastebin.py', 'w') as f: f.write(content) print("Fixed: Changed lexer from 'python3'/'python' to 'text'") else: print("ERROR: Could not find the expected line in the file") sys.exit(1) EOF python /tmp/fix_pastebin.py
withheldrc=0<execution output withheld>
agentLet me verify the fix was applied:
agent · cmd 9$ grep -n "lexer" /testbed/src/_pytest/pastebin.py
interpreterrc=082: "lexer": "python3" if sys.version_info[0] >= 3 else "python",
agentThe fix didn't apply. Let me try a different approach using sed:
agent · cmd 10$ sed -i 's/"lexer": "python3" if sys.version_info\[0\] >= 3 else "python",/"lexer": "text",/' /testbed/src/_pytest/pastebin.py
interpreterrc=0(empty)
agentLet me verify again:
agent · cmd 11$ grep -n "lexer" /testbed/src/_pytest/pastebin.py
interpreterrc=082: "lexer": "text",
agentGreat! Now let me verify the full context of the change:
agent · cmd 12$ sed -n '75,90p' /testbed/src/_pytest/pastebin.py
interpreterrc=0from urllib import urlopen, urlencode else: from urllib.request import urlopen from urllib.parse import urlencode params = { "code": contents, "lexer": "text", "expiry": "1week", } url = "https://bpaste.net" response = urlopen(url, data=urlencode(params).encode("ascii")).read() m = re.search(r'href="/raw/(\w+)"', response.decode("utf-8")) if m: return "%s/show/%s" % (url, m.group(1)) else:
agentPerfect! The fix has been applied. Now I need to update the test file that checks for this lexer value. Let me look at the test again:
agent · cmd 13$ grep -n "lexer" /testbed/testing/test_pastebin.py
interpreterrc=0129: lexer = "python3" if sys.version_info[0] >= 3 else "python" 131: assert "lexer=%s" % lexer in data.decode()
agentI need to check if I should modify the test. Let me look at the full test context:
agent · cmd 14$ sed -n '120,135p' /testbed/testing/test_pastebin.py
interpreterrc=0monkeypatch.setattr(urllib.request, "urlopen", mocked) return calls def test_create_new_paste(self, pastebin, mocked_urlopen): result = pastebin.create_new_paste(b"full-paste-contents") assert result == "https://bpaste.net/show/3c0c6750bd" assert len(mocked_urlopen) == 1 url, data = mocked_urlopen[0] assert type(data) is bytes lexer = "python3" if sys.version_info[0] >= 3 else "python" assert url == "https://bpaste.net" assert "lexer=%s" % lexer in data.decode() assert "code=full-paste-contents" in data.decode() assert "expiry=1week" in data.decode()
agentWait, I need to be careful here. The instructions say "DO NOT MODIFY: Tests". However, let me verify if this test will fail with my changes:
agent · cmd 15$ cd /testbed && python -m pytest testing/test_pastebin.py::TestPaste::test_create_new_paste -xvs 2>&1 | head -50
withheldrc=0<execution output withheld>
agentLet me run the test with more details:
agent · cmd 16$ cd /testbed && python -m pytest testing/test_pastebin.py::TestPaste::test_create_new_paste -v 2>&1
withheldrc=0<execution output withheld>
agentLet me try a different way to run the test:
agent · cmd 17$ cd /testbed && python -m pytest testing/test_pastebin.py -v
withheldrc=0<execution output withheld>
agentLet me check the test output differently:
agent · cmd 18$ cd /testbed && python -m pytest testing/test_pastebin.py::TestPaste::test_create_new_paste -xvs 2>&1 | cat
withheldrc=0<execution output withheld>
agentLet me use a simpler approach to test:
agent · cmd 19$ cd /testbed && python << 'EOF' import sys sys.path.insert(0, '/testbed/src') from _pytest.pastebin import create_new_paste # Mock the urlopen function original_urlopen = None if sys.version_info < (3, 0): import urllib original_urlopen = urllib.urlopen else: import urllib.request original_urlopen = urllib.request.urlopen calls = [] def mocked_urlopen(url, data): calls.append((url, data)) class DummyFile(object): def read(self): return b'View <a href="/raw/3c0c6750bd">raw</a>.' return DummyFile() if sys.version_info < (3, 0): import urllib urllib.urlopen = mocked_urlopen else: import urllib.request urllib.request.urlopen = mocked_urlopen # Test the function result = create_new_paste(b"full-paste-contents") print("Result:", result) print("Number of calls:", len(calls)) if calls: url, data = calls[0] print("URL:", url) print("Data:", data) print("Data decoded:", data.decode()) if b"lexer=text" in data: print("SUCCESS: lexer=text found in the request!") else: print("ERROR: lexer=text not found in the request!") if b"lexer=" in data: # Try to extract
withheldrc=0<execution output withheld>
agentLet me simplify this test even more:
agent · cmd 20$ cd /testbed && python3 -c " import sys sys.path.insert(0, '/testbed/src') print(open('/testbed/src/_pytest/pastebin.py').read()[2100:2300]) "
withheldrc=0<execution output withheld>
agentLet me check the file content directly:
agent · cmd 21$ cat /testbed/src/_pytest/pastebin.py
interpreterrc=0# -*- coding: utf-8 -*- """ submit failure or test session information to a pastebin service. """ from __future__ import absolute_import from __future__ import division from __future__ import print_function import sys import tempfile import six import pytest def pytest_addoption(parser): group = parser.getgroup("terminal reporting") group._addoption( "--pastebin", metavar="mode", action="store", dest="pastebin", default=None, choices=["failed", "all"], help="send failed|all info to bpaste.net pastebin service.", ) @pytest.hookimpl(trylast=True) def pytest_configure(config): if config.option.pastebin == "all": tr = config.pluginmanager.getplugin("terminalreporter") # if no terminal reporter plugin is present, nothing we can do here; # this can happen when this function executes in a slav … [2755 more chars]
agentPerfect! My fix has been applied. Now let me check the git status to verify the changes:
agent · cmd 22$ cd /testbed && git diff src/_pytest/pastebin.py
interpreterrc=0diff --git a/src/_pytest/pastebin.py b/src/_pytest/pastebin.py index 41576a615..79b0d9d40 100644 --- a/src/_pytest/pastebin.py +++ b/src/_pytest/pastebin.py @@ -79,7 +79,7 @@ def create_new_paste(contents): params = { "code": contents, - "lexer": "python3" if sys.version_info[0] >= 3 else "python", + "lexer": "text", "expiry": "1week", } url = "https://bpaste.net"
agentExcellent! The change is exactly what we need. Now let me create a simple test to verify the fix works as expected:
agent · cmd 23$ cd /testbed && cat > /tmp/test_fix.py << 'EOF' import sys import os # Add the src directory to the path sys.path.insert(0, '/testbed/src') # Now let's verify the fix from _pytest import pastebin import inspect # Get the source code of create_new_paste source = inspect.getsource(pastebin.create_new_paste) # Check if it uses 'lexer': 'text' if '"lexer": "text"' in source: print("✓ SUCCESS: The lexer has been changed to 'text'") print("\nRelevant code snippet:") for i, line in enumerate(source.split('\n')): if 'lexer' in line: print(f" Line: {line}") else: print("✗ FAILED: The lexer has NOT been changed to 'text'") print("\nCode contains:") for i, line in enumerate(source.split('\n')): if 'lexer' in line: print(f" Line: {line}") sys.exit(1) EOF python /tmp/test_fix.py
withheldrc=0<execution output withheld>
agentLet me try a different way to verify:
agent · cmd 24$ grep -A 5 '"code": contents' /testbed/src/_pytest/pastebin.py
interpreterrc=0"code": contents, "lexer": "text", "expiry": "1week", } url = "https://bpaste.net" response = urlopen(url, data=urlencode(params).encode("ascii")).read()
agentPerfect! The fix is in place. Now let me verify by looking at the git diff more carefully to ensure the changes are correct:
agent · cmd 25$ cd /testbed && git diff
interpreterrc=0diff --git a/src/_pytest/pastebin.py b/src/_pytest/pastebin.py index 41576a615..79b0d9d40 100644 --- a/src/_pytest/pastebin.py +++ b/src/_pytest/pastebin.py @@ -79,7 +79,7 @@ def create_new_paste(contents): params = { "code": contents, - "lexer": "python3" if sys.version_info[0] >= 3 else "python", + "lexer": "text", "expiry": "1week", } url = "https://bpaste.net"
agentPerfect! The fix is correct and minimal. Now let me create the patch file as required:
agent · cmd 26$ cd /testbed && git diff src/_pytest/pastebin.py > /tmp/patch.txt && cat /tmp/patch.txt
interpreterrc=0diff --git a/src/_pytest/pastebin.py b/src/_pytest/pastebin.py index 41576a615..79b0d9d40 100644 --- a/src/_pytest/pastebin.py +++ b/src/_pytest/pastebin.py @@ -79,7 +79,7 @@ def create_new_paste(contents): params = { "code": contents, - "lexer": "python3" if sys.version_info[0] >= 3 else "python", + "lexer": "text", "expiry": "1week", } url = "https://bpaste.net"
agentNow let me verify the fix is correct by understanding the change in context: The PR description states: 1. Using `lexer=python3` causes HTTP 400 errors for some content 2. The solution is to use `lexer=text` instead 3. This makes sense because pytest output is arbitrary text, not Python code My fix: - Changed line 82 from `"lexer": "python3" if sys.version_info[0] >= 3 else "python",` to `"lexer…
agent · cmd 27$ cd /testbed && git diff -- src/_pytest/pastebin.py > patch.txt && cat patch.txt
interpreterrc=0diff --git a/src/_pytest/pastebin.py b/src/_pytest/pastebin.py index 41576a615..79b0d9d40 100644 --- a/src/_pytest/pastebin.py +++ b/src/_pytest/pastebin.py @@ -79,7 +79,7 @@ def create_new_paste(contents): params = { "code": contents, - "lexer": "python3" if sys.version_info[0] >= 3 else "python", + "lexer": "text", "expiry": "1week", } url = "https://bpaste.net"
agentPerfect! The patch file has been created. Now let me verify it one more time:
agent · cmd 28$ wc -l patch.txt && head -20 patch.txt
interpreterrc=013 patch.txt diff --git a/src/_pytest/pastebin.py b/src/_pytest/pastebin.py index 41576a615..79b0d9d40 100644 --- a/src/_pytest/pastebin.py +++ b/src/_pytest/pastebin.py @@ -79,7 +79,7 @@ def create_new_paste(contents): params = { "code": contents, - "lexer": "python3" if sys.version_info[0] >= 3 else "python", + "lexer": "text", "expiry": "1week", } url = "https://bpaste.net"
agentPerfect! The patch file is ready. Now I'll submit it as required:
agent · cmd 29$ echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT && cat patch.txt
interpreterrc=(empty)

4Curation cost per rubric

On-policy mining from the SWE-Gym real-bug on-policy mining (see the 9/07 page for the curation cost table): the same Haiku agent runs on pool tasks with real execution, every failed rollout is distilled into one lesson by Opus, lessons are deduplicated and cut into the 10 / 100 / all libraries. No CWM grading during mining and no precision filter, so the per-rubric cost is the "cheap" recipe of the SWE-bench page. Prices: Opus 5 $5 / $25 per M tokens, Haiku 4.5 $1 / $5, GKE Spot ≈ $0.045 per node-hour.

itemvalue
pool rollouts (Haiku interpreter agent, real execution)pending
median agent cost per rolloutpending
failures distilled (Opus, one call per failure, ~$0.09 each)pending
lessons after dedup at 0.90 = library sizepending
cost per kept rubric (agent + distillation + pods)pending