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instance_id
string
resolved
bool
messages
list
broad_then_narrow
bool
multi_round_refinement
bool
read_after_narrowing
bool
judge_notes
string
dev_cluster
string
dev_cluster_rationale
string
did_not_follow_instruction
bool
did_not_follow_instruction_rationale
string
file_management_errors
bool
file_management_errors_rationale
string
improper_tool_use_or_setup
bool
improper_tool_use_or_setup_rationale
string
incomplete_implementation
bool
incomplete_implementation_rationale
string
infrastructure_agent_caused_issue
bool
infrastructure_agent_caused_issue_rationale
string
infrastructure_external_issue
bool
infrastructure_external_issue_rationale
string
insufficient_analysis
bool
insufficient_analysis_rationale
string
insufficient_clarification
bool
insufficient_clarification_rationale
string
insufficient_debugging
bool
insufficient_debugging_rationale
string
insufficient_testing
bool
insufficient_testing_rationale
string
loop_behavior
bool
loop_behavior_rationale
string
misunderstood_intention
bool
misunderstood_intention_rationale
string
other_agent_issue
bool
other_agent_issue_rationale
string
overall_sentiment
string
overall_sentiment_rationale
string
risky_actions_or_permission
bool
risky_actions_or_permission_rationale
string
scope_creep
bool
scope_creep_rationale
string
task_type
string
task_type_rationale
string
user_goal_summary
string
insufficient_exploration
bool
insufficient_exploration_rationale
string
Gallopsled__pwntools-636_92
true
[ { "content": "You are OpenHands agent, a helpful AI assistant that can interact with a computer to solve tasks.\n\n<ROLE>\nYour primary role is to assist users by executing commands, modifying code, and solving technical problems effectively. You should be thorough, methodical, and prioritize quality over speed...
false
false
false
Agent opened specific files before any broad search, used only one grep keyword, and read full files before narrowing.
Code Management
Agent added documentation to an existing function.
false
Agent followed all steps: exploration, understanding, rechecking, generation, and review.
false
Agent edited the correct file (atexception.py) without errors.
false
Agent used appropriate tools (file_editor, terminal, think) correctly.
false
Docstring was successfully added to the function.
false
Agent did not introduce any infrastructure faults.
false
No environment/platform limits outside agent control.
false
Agent searched for all unregister functions and correctly identified the matching one.
false
Requirements were clear; agent did not need to ask for clarification.
false
No debugging was needed; the task was straightforward.
false
Agent verified syntax with ast.parse and extracted docstring with AST.
false
No repeated failed actions observed.
false
Agent correctly identified the target function and wrote the docstring.
false
No other agent-side problems detected.
Positive
Agent successfully completed the task and provided a clear summary.
false
No risky actions were taken.
false
Agent only added the docstring as requested, no extra features.
Write Documentation
Agent wrote a docstring for an existing function.
Locate a function that removes a specified function from a collection of registered functions and write its docstring.</user_goal_summary_text>
true
First edit was BLIND; agent never viewed atexception.py's unregister code before editing it, and the grep only listed filenames without showing the target definition.
ipython__ipython-374_620
true
[ { "content": "You are OpenHands agent, a helpful AI assistant that can interact with a computer to solve tasks.\n\n<ROLE>\nYour primary role is to assist users by executing commands, modifying code, and solving technical problems effectively. You should be thorough, methodical, and prioritize quality over speed...
true
true
true
The agent used broad repository-wide grep searches with distinct keywords before narrowing to a single file, which was read only after identifying it as a candidate.
Code Management
Task involves editing existing code to add documentation (docstring).
false
Agent followed all instructions: located function and added docstring.
false
Agent edited the correct file at the correct location.
false
Agent used appropriate tools (grep, file_editor) correctly.
false
Docstring was fully added and verified.
false
Agent did not introduce any infrastructure faults.
false
No environment/platform issues encountered.
false
Agent thoroughly searched codebase and verified function matches description.
false
Requirements were clear; no ambiguity needed clarification.
false
No debugging was required; task completed successfully.
false
Agent verified syntax with py_compile after docstring addition.
false
No repeated failed actions observed.
false
Agent correctly identified the xsys function matching the description.
false
No other agent-side problems detected.
Positive
Agent successfully completed the task with clear, well-documented work.
false
No risky operations (git push, file deletion) were performed.
false
Agent only added docstring as requested, no extra features.
Write Documentation
Agent added a docstring to an existing function in the codebase.
Find and add a docstring to a function that replaces the standard system call with one that captures output for doctest purposes.
false
Searches located xsys in globalipapp.py; views showed its definition and related code before editing. Exploration was sufficient.
Gallopsled__pwntools-636_94
true
[{"content":"You are OpenHands agent, a helpful AI assistant that can interact with a computer to so(...TRUNCATED)
true
false
false
"Agent listed the repository root broadly, then directly opened a specific file without any content-(...TRUNCATED)
Code Management
Agent edited code to add documentation to an existing function.
false
false
false
false
false
false
false
false
false
false
false
false
false
Positive
Agent successfully completed the task with verified syntax.
false
false
Write Documentation
Agent wrote a docstring for an existing function.
Find and add a docstring to the exception hook replacement function in the pwntools repository.
false
"Agent viewed atexception.py showing _newhook's code, then re-viewed lines 88-100 before editing. Th(...TRUNCATED)
Gallopsled__pwntools-636_206
true
[{"content":"You are OpenHands agent, a helpful AI assistant that can interact with a computer to so(...TRUNCATED)
true
true
false
"Agent did broad tree listing and grep, then refined with class pattern, but read full files when 4 (...TRUNCATED)
Code Management
Agent located a class in the codebase and added documentation to it.
false
Agent followed all instructions: located the class and wrote its docstring.
false
File was edited correctly at the correct location.
false
Agent used appropriate tools (file_editor, terminal, think) correctly.
false
Docstring was successfully added and syntax verified.
false
No infrastructure faults introduced by agent.
false
No external infrastructure issues.
false
Agent explored all ModuleType subclasses and analyzed each one before selecting.
false
Requirements were clear; no ambiguity needed clarification.
false
No debugging was needed; no errors occurred.
false
Agent verified syntax with py_compile, which is reasonable for adding a docstring.
false
No repeated failed actions detected.
false
Agent correctly identified ConstantsModule as matching the description.
false
No other agent issues detected.
Positive
Agent successfully completed the task and provided a clear summary.
false
No risky actions taken.
false
Agent only added the docstring, nothing extra.
Write Documentation
Agent wrote a docstring for the ConstantsModule class.
"Locate a class that specializes in ModuleType to route queries based on architecture/OS context and(...TRUNCATED)
true
"Agent edited ConstantsModule without locating the class matching the description (routes by arch/os(...TRUNCATED)
Gallopsled__pwntools-636_95
true
[{"content":"You are OpenHands agent, a helpful AI assistant that can interact with a computer to so(...TRUNCATED)
true
false
true
"The agent performed a broad directory listing of the repository root, then immediately opened the s(...TRUNCATED)
Code Management
Task involves editing code files and adding documentation to existing code.
false
Agent followed all steps: explore, understand, recheck, generate, review.
false
File edited correctly at /workspace/Gallopsled__pwntools__bc93beb5/pwnlib/memleak.py.
false
Agent used appropriate tools (file_editor, terminal, think).
false
Docstring was fully written and inserted correctly.
false
Agent did not introduce any infrastructure faults.
false
No environment/platform limits encountered.
false
Agent thoroughly explored codebase and verified class matches description.
false
Requirements were clear; no ambiguity needed clarification.
false
No debugging needed; task completed successfully.
false
Docstring addition is trivial edit; agent verified syntax with py_compile.
false
No repeated failed actions observed.
false
Agent correctly identified MemLeak class matching the description.
false
No other agent-side problems detected.
Positive
Agent successfully completed the task and confirmed with syntax check.
false
No risky git operations or credential changes performed.
false
Agent only added docstring as requested, no extra features.
Write Documentation
Agent wrote a docstring for an existing class based on description.
Locate a class described as a caching/heuristic tool for memory leaks and write its docstring.
false
"Agent viewed memleak.py (#3) showing MemLeak and its methods before editing, and verified via docs (...TRUNCATED)
ipython__ipython-374_821
true
[{"content":"You are OpenHands agent, a helpful AI assistant that can interact with a computer to so(...TRUNCATED)
true
true
false
"Agent performed broad grep then narrowed to files, but read full files early before narrowing to <=(...TRUNCATED)
Code Management
Task involves adding documentation to existing code.</dev_cluster_rationale>
false
"Agent followed all instructions: located function and wrote docstring.</did_not_follow_instruction_(...TRUNCATED)
false
Agent edited the correct file at the correct location.</file_management_errors_rationale>
false
No tool misuse detected; correct tools used appropriately.</improper_tool_use_or_setup_rationale>
false
Docstring was fully written and added to the function.</incomplete_implementation_rationale>
false
false
No external infrastructure issues observed.</infrastructure_external_issue_rationale>
false
"Agent explored codebase, searched for publish functions, and verified the correct target.</insuffic(...TRUNCATED)
false
"Requirements were clear; agent made reasonable choice of target function.</insufficient_clarificati(...TRUNCATED)
false
No debugging needed; no errors encountered.</insufficient_debugging_rationale>
false
"Agent verified syntax with py_compile; reasonable for docstring-only change.</insufficient_testing_(...TRUNCATED)
false
No repeated failed actions observed.</loop_behavior_rationale>
false
"Agent correctly identified the publish function and added appropriate docstring.</misunderstood_int(...TRUNCATED)
false
No other agent issues detected.</other_agent_issue_rationale>
Positive
Agent successfully completed the task and provided a clear summary.</overall_sentiment_rationale>
false
No risky actions like git push or credential changes.</risky_actions_or_permission_rationale>
false
Agent only added docstring; no unrequested features.</scope_creep_rationale>
Write Documentation
Agent added a docstring to an existing function.</task_type_rationale>
"Locate a function that publishes data and metadata to all frontends with MIME types and write its d(...TRUNCATED)
false
"Agent searched \"publish\" (18 hits) and \"def publish\" (4 hits), then viewed displaypub.py and zm(...TRUNCATED)
ipython__ipython-374_309
true
[{"content":"You are OpenHands agent, a helpful AI assistant that can interact with a computer to so(...TRUNCATED)
true
false
true
"Broad grep search found candidate files, then narrowed to specific files, but only one keyword was (...TRUNCATED)
Code Management
Agent edited a test file to add documentation (docstring).
false
Agent followed all instructions: located function and added docstring.
false
Agent edited the correct file at the correct location.
false
Agent used appropriate tools (terminal, file_editor) correctly.
false
Docstring was successfully added to the target function.
false
Agent did not introduce any infrastructure faults.
false
No environment/platform limits affected the agent's work.
false
Agent explored codebase, read implementation, and verified function match.
false
Requirements were clear; no ambiguity needed clarification.
false
No debugging needed; task was straightforward.
false
Agent verified Python syntax validity after edit.
false
No repeated failed actions observed.
false
Agent correctly identified the testC function matching the description.
false
No other agent-side problems detected.
Positive
Agent successfully completed the task and provided a clear summary.
false
No risky operations (git push, file deletion) performed.
false
Agent only added docstring as requested, no extra features.
Write Documentation
Agent added a docstring to an existing test function.
Locate a function testing CompletionLexer with C/C++ code contexts and write its docstring.
false
"Located CompletionLexer via grep and viewed its definition in completion_lexer.py before editing; e(...TRUNCATED)
ipython__ipython-374_438
true
[{"content":"You are OpenHands agent, a helpful AI assistant that can interact with a computer to so(...TRUNCATED)
true
true
false
"Agent performed broad greps (pexpect, subprocess) before narrowing, used multiple distinct search p(...TRUNCATED)
Code Management
Agent worked on code documentation (docstring) in an existing codebase.
false
Agent followed all steps: exploration, understanding, rechecking, generation, and review.
false
Agent edited the correct file at the correct location.
false
Agent used appropriate tools (file_editor, terminal, ast) correctly.
false
Docstring was successfully added and verified.
false
Agent did not introduce any infrastructure faults.
false
No environment/platform limits encountered.
false
Agent thoroughly explored the codebase and verified the class matches the description.
false
Requirements were clear; no ambiguity needed clarification.
false
No debugging was required; the task was straightforward.
false
Agent verified syntax with ast.parse() which is reasonable for a docstring change.
false
No repeated failed actions detected.
false
Agent correctly identified the target class and added the requested docstring.
false
No other agent-side problems detected.
Positive
Agent successfully completed the task with a well-documented solution.
false
No risky actions (git push, credential changes, etc.) were performed.
false
Agent only added the requested docstring without extra changes.
Write Documentation
Agent added a docstring to an existing class without modifying functionality.
Find a class that executes subprocesses using pexpect and write its docstring.
false
"Before editing, agent searched pexpect/subprocess (14, 5, 4 hits) and viewed ProcessHandler's code (...TRUNCATED)
Gallopsled__pwntools-636_316
true
[{"content":"You are OpenHands agent, a helpful AI assistant that can interact with a computer to so(...TRUNCATED)
true
true
true
"Agent first scanned the full repo and grepped for CRC broadly, then narrowed to crc module and read(...TRUNCATED)
Code Management
Task involved locating and documenting an existing function in the codebase.
false
Agent followed all steps: exploration, understanding, rechecking, generation, and review.
false
Agent edited the correct file at the correct location.
false
Agent used appropriate tools (file_editor, terminal, think) for the task.
false
Docstring was successfully added with all required elements.
false
No infrastructure faults introduced by the agent.
false
No environment/platform limits outside agent control.
false
"Agent thoroughly explored the codebase, read the implementation, and verified examples against know(...TRUNCATED)
false
Requirements were clear - find CRC function and write docstring; no ambiguity.
false
No debugging was needed; task was straightforward documentation.
false
Agent verified examples by checking known CRC values in known.py against the docstring examples.
false
No repeated failed actions detected.
false
Agent correctly identified the generic_crc function matching the description.
false
No other agent-side problems detected.
Positive
Agent successfully completed the task with a well-documented function.
false
No risky actions like git push or credential changes were performed.
false
Agent only added the requested docstring without extra features.
Write Documentation
Agent wrote a docstring for an existing function in the codebase.
Locate a CRC-sum calculation function in the pwntools repository and write its docstring.
false
"Before the first edit (#21), the agent viewed generic_crc's definition (#20) and its callers/relate(...TRUNCATED)
ipython__ipython-374_456
true
[{"content":"You are OpenHands agent, a helpful AI assistant that can interact with a computer to so(...TRUNCATED)
true
true
false
"Agent started with broad grep searches and refined with multiple keywords, but read a full file whe(...TRUNCATED)
Code Management
Agent added documentation to an existing codebase file.
false
Agent followed all steps: exploration, understanding, rechecking, generation, review.
false
Agent edited the correct file at the correct location.
false
Agent used appropriate tools (grep, file_editor) correctly.
false
Docstring was successfully added and syntax verified.
false
Agent did not introduce any infrastructure faults.
false
No external infrastructure issues encountered.
false
Agent searched codebase, found the file, and read the full implementation.
false
Requirements were clear; no ambiguity in the task description.
false
No debugging was required; no errors occurred.
false
Agent verified syntax with ast.parse after adding docstring.
false
No repeated failed actions observed.
false
Agent correctly identified the AvoidUNCPath class matching the description.
false
No other agent-side problems detected.
Positive
Agent successfully completed the task with a well-documented solution.
false
No risky operations (git push, file deletion) were performed.
false
Agent only added the requested docstring, nothing extra.
Write Documentation
Agent wrote a docstring for an existing class based on its implementation.
Locate a context manager class for UNC path handling in Win32 and write its docstring.
false
"Searches for \"UNC\" and context-manager methods located the class, and views of _process_win32.py (...TRUNCATED)
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