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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    TypeError
Message:      Couldn't cast array of type
struct<repo_tree: list<item: string>, logs: list<item: string>>
to
{'repo_tree': List(Value('string')), 'constraints': List(Value('string')), 'failing_tests': List(Value('string'))}
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1872, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 295, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2281, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2233, in cast_table_to_schema
                  cast_array_to_feature(
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 1804, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2101, in cast_array_to_feature
                  raise TypeError(f"Couldn't cast array of type\n{_short_str(array.type)}\nto\n{_short_str(feature)}")
              TypeError: Couldn't cast array of type
              struct<repo_tree: list<item: string>, logs: list<item: string>>
              to
              {'repo_tree': List(Value('string')), 'constraints': List(Value('string')), 'failing_tests': List(Value('string'))}
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1925, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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id
string
category
string
language
string
domain
string
system
string
user
string
context
dict
reasoning_scaffold
dict
tool_trace
list
assistant_final
dict
quality
dict
bugfix_gpt54-00001
deep_bugfix_reasoning
go
payments_reconciliation
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the payments_reconciliation module. # Repo Tree internal/payments_reconciliation/payments_reconciliation.go internal/common/helpers.go internal/payments_reconciliation/payments_reconciliation_test.go # Existing Files ## internal/payments_reconciliation/payments_reconciliation.go fun...
{ "repo_tree": [ "internal/payments_reconciliation/payments_reconciliation.go", "internal/common/helpers.go", "internal/payments_reconciliation/payments_reconciliation_test.go" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime depen...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Assignment to a nil map panicked.", "candidate_hypotheses": [ "Assignment to a nil map panicked.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions ...
[ { "tool": "list_files", "args": {}, "result": [ "internal/payments_reconciliation/payments_reconciliation.go", "internal/common/helpers.go", "internal/payments_reconciliation/payments_reconciliation_test.go" ] }, { "tool": "grep", "args": { "pattern": "nil_map_ass...
{ "diagnosis": "Assignment to a nil map panicked.", "hypotheses_explored": [ "Assignment to a nil map panicked.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "internal/payments...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00002
deep_bugfix_reasoning
go
workflow_router
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the workflow_router module. # Repo Tree internal/workflow_router/workflow_router.go internal/common/helpers.go internal/workflow_router/workflow_router_test.go # Existing Files ## internal/workflow_router/workflow_router.go func readCount(read func() (string, error)) (int, error) { ...
{ "repo_tree": [ "internal/workflow_router/workflow_router.go", "internal/common/helpers.go", "internal/workflow_router/workflow_router_test.go" ], "constraints": [ "Preserve wire-format compatibility", "Do not increase memory complexity above linear", "Retain current auth semantics" ], ...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Conversion errors were silently discarded.", "candidate_hypotheses": [ "Conversion errors were silently discarded.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from...
[ { "tool": "list_files", "args": {}, "result": [ "internal/workflow_router/workflow_router.go", "internal/common/helpers.go", "internal/workflow_router/workflow_router_test.go" ] }, { "tool": "grep", "args": { "pattern": "discarded_conversion_error" }, "res...
{ "diagnosis": "Conversion errors were silently discarded.", "hypotheses_explored": [ "Conversion errors were silently discarded.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00003
deep_bugfix_reasoning
java
rate_limiter
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the rate_limiter module. # Repo Tree src/main/java/com/acme/RateLimiterService.java src/main/java/com/acme/Helpers.java src/test/java/com/acme/RateLimiterServiceTest.java # Existing Files ## src/main/java/com/acme/RateLimiterService.java public boolean isAdmin(String role) { ret...
{ "repo_tree": [ "src/main/java/com/acme/RateLimiterService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/RateLimiterServiceTest.java" ], "constraints": [ "Do not rename exported symbols", "Preserve current logging keys", "Keep behavior deterministic for tests" ],...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: String comparison used reference equality.", "candidate_hypotheses": [ "String comparison used reference equality.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from...
[ { "tool": "list_files", "args": {}, "result": [ "src/main/java/com/acme/RateLimiterService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/RateLimiterServiceTest.java" ] }, { "tool": "grep", "args": { "pattern": "string_reference_compare" ...
{ "diagnosis": "String comparison used reference equality.", "hypotheses_explored": [ "String comparison used reference equality.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00004
deep_bugfix_reasoning
java
auth_service
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the auth_service module. # Repo Tree src/main/java/com/acme/AuthServiceService.java src/main/java/com/acme/Helpers.java src/test/java/com/acme/AuthServiceServiceTest.java # Existing Files ## src/main/java/com/acme/AuthServiceService.java public String getName(Optional<User> user) { ...
{ "repo_tree": [ "src/main/java/com/acme/AuthServiceService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/AuthServiceServiceTest.java" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_t...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Optional.get() could throw when value absent.", "candidate_hypotheses": [ "Optional.get() could throw when value absent.", "An adjacent helper could be coercing values unexpectedly.", "The failure might com...
[ { "tool": "list_files", "args": {}, "result": [ "src/main/java/com/acme/AuthServiceService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/AuthServiceServiceTest.java" ] }, { "tool": "grep", "args": { "pattern": "optional_without_guard" }...
{ "diagnosis": "Optional.get() could throw when value absent.", "hypotheses_explored": [ "Optional.get() could throw when value absent.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00005
deep_bugfix_reasoning
go
document_parser
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the document_parser module. # Repo Tree internal/document_parser/document_parser.go internal/common/helpers.go internal/document_parser/document_parser_test.go # Existing Files ## internal/document_parser/document_parser.go func readCount(read func() (string, error)) (int, error) { ...
{ "repo_tree": [ "internal/document_parser/document_parser.go", "internal/common/helpers.go", "internal/document_parser/document_parser_test.go" ], "constraints": [ "Preserve wire-format compatibility", "Do not increase memory complexity above linear", "Retain current auth semantics" ], ...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Conversion errors were silently discarded.", "candidate_hypotheses": [ "Conversion errors were silently discarded.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from...
[ { "tool": "list_files", "args": {}, "result": [ "internal/document_parser/document_parser.go", "internal/common/helpers.go", "internal/document_parser/document_parser_test.go" ] }, { "tool": "grep", "args": { "pattern": "discarded_conversion_error" }, "res...
{ "diagnosis": "Conversion errors were silently discarded.", "hypotheses_explored": [ "Conversion errors were silently discarded.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00006
deep_bugfix_reasoning
python
document_parser
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the document_parser module. # Repo Tree app/document_parser.py app/helpers.py tests/test_document_parser.py # Existing Files ## app/document_parser.py def parse_count(store): try: return int(store.read()) except Exception: return 0 ## app/helpers.py def norm...
{ "repo_tree": [ "app/document_parser.py", "app/helpers.py", "tests/test_document_parser.py" ], "constraints": [ "Do not add external libraries", "Keep backward compatibility for existing callers", "Touch the fewest files possible" ], "failing_tests": [ "tests/test_document_parser....
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Broad exception handling masked data-quality failures.", "candidate_hypotheses": [ "Broad exception handling masked data-quality failures.", "An adjacent helper could be coercing values unexpectedly.", "The...
[ { "tool": "list_files", "args": {}, "result": [ "app/document_parser.py", "app/helpers.py", "tests/test_document_parser.py" ] }, { "tool": "grep", "args": { "pattern": "broad_exception_masking" }, "result": [ "app/document_parser.py" ] }, { ...
{ "diagnosis": "Broad exception handling masked data-quality failures.", "hypotheses_explored": [ "Broad exception handling masked data-quality failures.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00007
deep_bugfix_reasoning
typescript
metrics_gateway
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the metrics_gateway module. # Repo Tree src/metrics_gateway.ts src/helpers.ts tests/metrics_gateway.spec.ts # Existing Files ## src/metrics_gateway.ts export async function fetchUser(client, id) { const row = client.getUser(id); return { id: row.id, name: row.name }; } ## src/h...
{ "repo_tree": [ "src/metrics_gateway.ts", "src/helpers.ts", "tests/metrics_gateway.spec.ts" ], "constraints": [ "Preserve wire-format compatibility", "Do not increase memory complexity above linear", "Retain current auth semantics" ], "failing_tests": [ "tests/metrics_gateway.spec...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Promise was used like a resolved object.", "candidate_hypotheses": [ "Promise was used like a resolved object.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from tes...
[ { "tool": "list_files", "args": {}, "result": [ "src/metrics_gateway.ts", "src/helpers.ts", "tests/metrics_gateway.spec.ts" ] }, { "tool": "grep", "args": { "pattern": "missing_await" }, "result": [ "src/metrics_gateway.ts" ] }, { "tool":...
{ "diagnosis": "Promise was used like a resolved object.", "hypotheses_explored": [ "Promise was used like a resolved object.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "src...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00008
deep_bugfix_reasoning
go
image_job_runner
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the image_job_runner module. # Repo Tree internal/image_job_runner/image_job_runner.go internal/common/helpers.go internal/image_job_runner/image_job_runner_test.go # Existing Files ## internal/image_job_runner/image_job_runner.go func addTag(tags map[string]string, k string, v stri...
{ "repo_tree": [ "internal/image_job_runner/image_job_runner.go", "internal/common/helpers.go", "internal/image_job_runner/image_job_runner_test.go" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_tests": [ ...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Assignment to a nil map panicked.", "candidate_hypotheses": [ "Assignment to a nil map panicked.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions ...
[ { "tool": "list_files", "args": {}, "result": [ "internal/image_job_runner/image_job_runner.go", "internal/common/helpers.go", "internal/image_job_runner/image_job_runner_test.go" ] }, { "tool": "grep", "args": { "pattern": "nil_map_assignment" }, "result"...
{ "diagnosis": "Assignment to a nil map panicked.", "hypotheses_explored": [ "Assignment to a nil map panicked.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "internal/image_jo...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00009
deep_bugfix_reasoning
java
email_router
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the email_router module. # Repo Tree src/main/java/com/acme/EmailRouterService.java src/main/java/com/acme/Helpers.java src/test/java/com/acme/EmailRouterServiceTest.java # Existing Files ## src/main/java/com/acme/EmailRouterService.java public boolean isAdmin(String role) { ret...
{ "repo_tree": [ "src/main/java/com/acme/EmailRouterService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/EmailRouterServiceTest.java" ], "constraints": [ "Do not add external libraries", "Keep backward compatibility for existing callers", "Touch the fewest files po...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: String comparison used reference equality.", "candidate_hypotheses": [ "String comparison used reference equality.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from...
[ { "tool": "list_files", "args": {}, "result": [ "src/main/java/com/acme/EmailRouterService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/EmailRouterServiceTest.java" ] }, { "tool": "grep", "args": { "pattern": "string_reference_compare" ...
{ "diagnosis": "String comparison used reference equality.", "hypotheses_explored": [ "String comparison used reference equality.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00010
deep_bugfix_reasoning
typescript
session_manager
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the session_manager module. # Repo Tree src/session_manager.ts src/helpers.ts tests/session_manager.spec.ts # Existing Files ## src/session_manager.ts export function normalizeLimit(limit?: number): number { return limit || 100; } ## src/helpers.ts export function normalizeFlag(i...
{ "repo_tree": [ "src/session_manager.ts", "src/helpers.ts", "tests/session_manager.spec.ts" ], "constraints": [ "Do not add external libraries", "Keep backward compatibility for existing callers", "Touch the fewest files possible" ], "failing_tests": [ "tests/session_manager.spec....
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Zero was incorrectly replaced by the default.", "candidate_hypotheses": [ "Zero was incorrectly replaced by the default.", "An adjacent helper could be coercing values unexpectedly.", "The failure might com...
[ { "tool": "list_files", "args": {}, "result": [ "src/session_manager.ts", "src/helpers.ts", "tests/session_manager.spec.ts" ] }, { "tool": "grep", "args": { "pattern": "zero_is_valid" }, "result": [ "src/session_manager.ts" ] }, { "tool":...
{ "diagnosis": "Zero was incorrectly replaced by the default.", "hypotheses_explored": [ "Zero was incorrectly replaced by the default.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00011
deep_bugfix_reasoning
rust
notification_hub
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the notification_hub module. # Repo Tree src/notification_hub.rs src/helpers.rs tests/notification_hub_tests.rs # Existing Files ## src/notification_hub.rs pub fn head(values: &[i32]) -> &[i32] { &values[0..=1] } ## src/helpers.rs pub fn normalize_flag(value: bool) -> bool { va...
{ "repo_tree": [ "src/notification_hub.rs", "src/helpers.rs", "tests/notification_hub_tests.rs" ], "constraints": [ "Preserve wire-format compatibility", "Do not increase memory complexity above linear", "Retain current auth semantics" ], "failing_tests": [ "tests/notification_hub_...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Slice bounds were off by one.", "candidate_hypotheses": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather t...
[ { "tool": "list_files", "args": {}, "result": [ "src/notification_hub.rs", "src/helpers.rs", "tests/notification_hub_tests.rs" ] }, { "tool": "grep", "args": { "pattern": "off_by_one_slice" }, "result": [ "src/notification_hub.rs" ] }, { ...
{ "diagnosis": "Slice bounds were off by one.", "hypotheses_explored": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "src/notification_hub.rs" ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00012
deep_bugfix_reasoning
cpp
quota_enforcer
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the quota_enforcer module. # Repo Tree src/quota_enforcer.cpp include/quota_enforcer.hpp tests/quota_enforcer_test.cpp # Existing Files ## src/quota_enforcer.cpp const std::string& makeName() { std::string value = "worker"; return value; } ## include/quota_enforcer.hpp #pra...
{ "repo_tree": [ "src/quota_enforcer.cpp", "include/quota_enforcer.hpp", "tests/quota_enforcer_test.cpp" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_tests": [ "tests/quota_enforcer_test.cpp::test_prim...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Returned a reference to a local value.", "candidate_hypotheses": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test as...
[ { "tool": "list_files", "args": {}, "result": [ "src/quota_enforcer.cpp", "include/quota_enforcer.hpp", "tests/quota_enforcer_test.cpp" ] }, { "tool": "grep", "args": { "pattern": "dangling_reference" }, "result": [ "src/quota_enforcer.cpp" ] }...
{ "diagnosis": "Returned a reference to a local value.", "hypotheses_explored": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "src/quo...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00013
deep_bugfix_reasoning
python
session_manager
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the session_manager module. # Repo Tree app/session_manager.py app/helpers.py tests/test_session_manager.py # Existing Files ## app/session_manager.py def add_item(item, bucket=[]): bucket.append(item) return bucket ## app/helpers.py def normalize_flag(value): return bo...
{ "repo_tree": [ "app/session_manager.py", "app/helpers.py", "tests/test_session_manager.py" ], "constraints": [ "Do not add external libraries", "Keep backward compatibility for existing callers", "Touch the fewest files possible" ], "failing_tests": [ "tests/test_session_manager....
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Mutable default argument leaked state across calls.", "candidate_hypotheses": [ "Mutable default argument leaked state across calls.", "An adjacent helper could be coercing values unexpectedly.", "The failu...
[ { "tool": "list_files", "args": {}, "result": [ "app/session_manager.py", "app/helpers.py", "tests/test_session_manager.py" ] }, { "tool": "grep", "args": { "pattern": "mutable_default_bucket" }, "result": [ "app/session_manager.py" ] }, { ...
{ "diagnosis": "Mutable default argument leaked state across calls.", "hypotheses_explored": [ "Mutable default argument leaked state across calls.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00014
deep_bugfix_reasoning
cpp
email_router
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the email_router module. # Repo Tree src/email_router.cpp include/email_router.hpp tests/email_router_test.cpp # Existing Files ## src/email_router.cpp const std::string& makeName() { std::string value = "worker"; return value; } ## include/email_router.hpp #pragma once inl...
{ "repo_tree": [ "src/email_router.cpp", "include/email_router.hpp", "tests/email_router_test.cpp" ], "constraints": [ "Preserve wire-format compatibility", "Do not increase memory complexity above linear", "Retain current auth semantics" ], "failing_tests": [ "tests/email_router_t...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Returned a reference to a local value.", "candidate_hypotheses": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test as...
[ { "tool": "list_files", "args": {}, "result": [ "src/email_router.cpp", "include/email_router.hpp", "tests/email_router_test.cpp" ] }, { "tool": "grep", "args": { "pattern": "dangling_reference" }, "result": [ "src/email_router.cpp" ] }, { ...
{ "diagnosis": "Returned a reference to a local value.", "hypotheses_explored": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "src/ema...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00015
deep_bugfix_reasoning
go
workflow_router
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the workflow_router module. # Repo Tree internal/workflow_router/workflow_router.go internal/common/helpers.go internal/workflow_router/workflow_router_test.go # Existing Files ## internal/workflow_router/workflow_router.go func readCount(read func() (string, error)) (int, error) { ...
{ "repo_tree": [ "internal/workflow_router/workflow_router.go", "internal/common/helpers.go", "internal/workflow_router/workflow_router_test.go" ], "constraints": [ "Do not rename exported symbols", "Preserve current logging keys", "Keep behavior deterministic for tests" ], "failing_te...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Conversion errors were silently discarded.", "candidate_hypotheses": [ "Conversion errors were silently discarded.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from...
[ { "tool": "list_files", "args": {}, "result": [ "internal/workflow_router/workflow_router.go", "internal/common/helpers.go", "internal/workflow_router/workflow_router_test.go" ] }, { "tool": "grep", "args": { "pattern": "discarded_conversion_error" }, "res...
{ "diagnosis": "Conversion errors were silently discarded.", "hypotheses_explored": [ "Conversion errors were silently discarded.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00016
deep_bugfix_reasoning
java
audit_logger
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the audit_logger module. # Repo Tree src/main/java/com/acme/AuditLoggerService.java src/main/java/com/acme/Helpers.java src/test/java/com/acme/AuditLoggerServiceTest.java # Existing Files ## src/main/java/com/acme/AuditLoggerService.java public boolean isAdmin(String role) { ret...
{ "repo_tree": [ "src/main/java/com/acme/AuditLoggerService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/AuditLoggerServiceTest.java" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged"...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: String comparison used reference equality.", "candidate_hypotheses": [ "String comparison used reference equality.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from...
[ { "tool": "list_files", "args": {}, "result": [ "src/main/java/com/acme/AuditLoggerService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/AuditLoggerServiceTest.java" ] }, { "tool": "grep", "args": { "pattern": "string_reference_compare" ...
{ "diagnosis": "String comparison used reference equality.", "hypotheses_explored": [ "String comparison used reference equality.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00017
deep_bugfix_reasoning
rust
task_scheduler
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the task_scheduler module. # Repo Tree src/task_scheduler.rs src/helpers.rs tests/task_scheduler_tests.rs # Existing Files ## src/task_scheduler.rs pub fn parse_port(input: &str) -> u16 { input.parse::<u16>().unwrap() } ## src/helpers.rs pub fn normalize_flag(value: bool) -> bo...
{ "repo_tree": [ "src/task_scheduler.rs", "src/helpers.rs", "tests/task_scheduler_tests.rs" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged" ], "failing_tests": [ "tests/task_scheduler_tests.rs::test...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Unwrap could panic on invalid port input.", "candidate_hypotheses": [ "Unwrap could panic on invalid port input.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from t...
[ { "tool": "list_files", "args": {}, "result": [ "src/task_scheduler.rs", "src/helpers.rs", "tests/task_scheduler_tests.rs" ] }, { "tool": "grep", "args": { "pattern": "unwrap_panic" }, "result": [ "src/task_scheduler.rs" ] }, { "tool": "r...
{ "diagnosis": "Unwrap could panic on invalid port input.", "hypotheses_explored": [ "Unwrap could panic on invalid port input.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "s...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00018
deep_bugfix_reasoning
typescript
document_parser
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the document_parser module. # Repo Tree src/document_parser.ts src/helpers.ts tests/document_parser.spec.ts # Existing Files ## src/document_parser.ts export function normalizeLimit(limit?: number): number { return limit || 100; } ## src/helpers.ts export function normalizeFlag(i...
{ "repo_tree": [ "src/document_parser.ts", "src/helpers.ts", "tests/document_parser.spec.ts" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_tests": [ "tests/document_parser.spec.ts::test_primary_behavior...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Zero was incorrectly replaced by the default.", "candidate_hypotheses": [ "Zero was incorrectly replaced by the default.", "An adjacent helper could be coercing values unexpectedly.", "The failure might com...
[ { "tool": "list_files", "args": {}, "result": [ "src/document_parser.ts", "src/helpers.ts", "tests/document_parser.spec.ts" ] }, { "tool": "grep", "args": { "pattern": "zero_is_valid" }, "result": [ "src/document_parser.ts" ] }, { "tool":...
{ "diagnosis": "Zero was incorrectly replaced by the default.", "hypotheses_explored": [ "Zero was incorrectly replaced by the default.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00019
deep_bugfix_reasoning
cpp
auth_service
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the auth_service module. # Repo Tree src/auth_service.cpp include/auth_service.hpp tests/auth_service_test.cpp # Existing Files ## src/auth_service.cpp bool hasItems(size_t count) { return count - 1 > 0; } ## include/auth_service.hpp #pragma once inline bool normalize_flag(bool...
{ "repo_tree": [ "src/auth_service.cpp", "include/auth_service.hpp", "tests/auth_service_test.cpp" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_tests": [ "tests/auth_service_test.cpp::test_primary_beha...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Unsigned subtraction underflowed at zero.", "candidate_hypotheses": [ "Unsigned subtraction underflowed at zero.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from t...
[ { "tool": "list_files", "args": {}, "result": [ "src/auth_service.cpp", "include/auth_service.hpp", "tests/auth_service_test.cpp" ] }, { "tool": "grep", "args": { "pattern": "unsigned_underflow" }, "result": [ "src/auth_service.cpp" ] }, { ...
{ "diagnosis": "Unsigned subtraction underflowed at zero.", "hypotheses_explored": [ "Unsigned subtraction underflowed at zero.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "s...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00020
deep_bugfix_reasoning
python
shipping_rate_engine
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the shipping_rate_engine module. # Repo Tree app/shipping_rate_engine.py app/helpers.py tests/test_shipping_rate_engine.py # Existing Files ## app/shipping_rate_engine.py def parse_count(store): try: return int(store.read()) except Exception: return 0 ## app...
{ "repo_tree": [ "app/shipping_rate_engine.py", "app/helpers.py", "tests/test_shipping_rate_engine.py" ], "constraints": [ "Preserve wire-format compatibility", "Do not increase memory complexity above linear", "Retain current auth semantics" ], "failing_tests": [ "tests/test_shipp...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Broad exception handling masked data-quality failures.", "candidate_hypotheses": [ "Broad exception handling masked data-quality failures.", "An adjacent helper could be coercing values unexpectedly.", "The...
[ { "tool": "list_files", "args": {}, "result": [ "app/shipping_rate_engine.py", "app/helpers.py", "tests/test_shipping_rate_engine.py" ] }, { "tool": "grep", "args": { "pattern": "broad_exception_masking" }, "result": [ "app/shipping_rate_engine.py" ...
{ "diagnosis": "Broad exception handling masked data-quality failures.", "hypotheses_explored": [ "Broad exception handling masked data-quality failures.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00021
deep_bugfix_reasoning
typescript
payments_reconciliation
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the payments_reconciliation module. # Repo Tree src/payments_reconciliation.ts src/helpers.ts tests/payments_reconciliation.spec.ts # Existing Files ## src/payments_reconciliation.ts export async function fetchUser(client, id) { const row = client.getUser(id); return { id: row.i...
{ "repo_tree": [ "src/payments_reconciliation.ts", "src/helpers.ts", "tests/payments_reconciliation.spec.ts" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged" ], "failing_tests": [ "tests/payments_rec...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Promise was used like a resolved object.", "candidate_hypotheses": [ "Promise was used like a resolved object.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from tes...
[ { "tool": "list_files", "args": {}, "result": [ "src/payments_reconciliation.ts", "src/helpers.ts", "tests/payments_reconciliation.spec.ts" ] }, { "tool": "grep", "args": { "pattern": "missing_await" }, "result": [ "src/payments_reconciliation.ts" ...
{ "diagnosis": "Promise was used like a resolved object.", "hypotheses_explored": [ "Promise was used like a resolved object.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "src...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00022
deep_bugfix_reasoning
rust
notification_hub
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the notification_hub module. # Repo Tree src/notification_hub.rs src/helpers.rs tests/notification_hub_tests.rs # Existing Files ## src/notification_hub.rs pub fn parse_port(input: &str) -> u16 { input.parse::<u16>().unwrap() } ## src/helpers.rs pub fn normalize_flag(value: boo...
{ "repo_tree": [ "src/notification_hub.rs", "src/helpers.rs", "tests/notification_hub_tests.rs" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_tests": [ "tests/notification_hub_tests.rs::test_primary_beh...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Unwrap could panic on invalid port input.", "candidate_hypotheses": [ "Unwrap could panic on invalid port input.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from t...
[ { "tool": "list_files", "args": {}, "result": [ "src/notification_hub.rs", "src/helpers.rs", "tests/notification_hub_tests.rs" ] }, { "tool": "grep", "args": { "pattern": "unwrap_panic" }, "result": [ "src/notification_hub.rs" ] }, { "too...
{ "diagnosis": "Unwrap could panic on invalid port input.", "hypotheses_explored": [ "Unwrap could panic on invalid port input.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "s...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00023
deep_bugfix_reasoning
python
order_reconciler
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the order_reconciler module. # Repo Tree app/order_reconciler.py app/helpers.py tests/test_order_reconciler.py # Existing Files ## app/order_reconciler.py def parse_count(store): try: return int(store.read()) except Exception: return 0 ## app/helpers.py def ...
{ "repo_tree": [ "app/order_reconciler.py", "app/helpers.py", "tests/test_order_reconciler.py" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged" ], "failing_tests": [ "tests/test_order_reconciler.py::...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Broad exception handling masked data-quality failures.", "candidate_hypotheses": [ "Broad exception handling masked data-quality failures.", "An adjacent helper could be coercing values unexpectedly.", "The...
[ { "tool": "list_files", "args": {}, "result": [ "app/order_reconciler.py", "app/helpers.py", "tests/test_order_reconciler.py" ] }, { "tool": "grep", "args": { "pattern": "broad_exception_masking" }, "result": [ "app/order_reconciler.py" ] }, ...
{ "diagnosis": "Broad exception handling masked data-quality failures.", "hypotheses_explored": [ "Broad exception handling masked data-quality failures.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00024
deep_bugfix_reasoning
python
warehouse_sync
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the warehouse_sync module. # Repo Tree app/warehouse_sync.py app/helpers.py tests/test_warehouse_sync.py # Existing Files ## app/warehouse_sync.py from datetime import datetime def is_expired(expiry): return datetime.utcnow() > expiry ## app/helpers.py def normalize_flag(value...
{ "repo_tree": [ "app/warehouse_sync.py", "app/helpers.py", "tests/test_warehouse_sync.py" ], "constraints": [ "Preserve wire-format compatibility", "Do not increase memory complexity above linear", "Retain current auth semantics" ], "failing_tests": [ "tests/test_warehouse_sync.py...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Token expiry logic mixed naive and timezone-aware datetimes.", "candidate_hypotheses": [ "Token expiry logic mixed naive and timezone-aware datetimes.", "An adjacent helper could be coercing values unexpectedly...
[ { "tool": "list_files", "args": {}, "result": [ "app/warehouse_sync.py", "app/helpers.py", "tests/test_warehouse_sync.py" ] }, { "tool": "grep", "args": { "pattern": "naive_datetime_expiry" }, "result": [ "app/warehouse_sync.py" ] }, { "t...
{ "diagnosis": "Token expiry logic mixed naive and timezone-aware datetimes.", "hypotheses_explored": [ "Token expiry logic mixed naive and timezone-aware datetimes.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production pa...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00025
deep_bugfix_reasoning
typescript
billing_pipeline
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the billing_pipeline module. # Repo Tree src/billing_pipeline.ts src/helpers.ts tests/billing_pipeline.spec.ts # Existing Files ## src/billing_pipeline.ts export async function fetchUser(client, id) { const row = client.getUser(id); return { id: row.id, name: row.name }; } ## s...
{ "repo_tree": [ "src/billing_pipeline.ts", "src/helpers.ts", "tests/billing_pipeline.spec.ts" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged" ], "failing_tests": [ "tests/billing_pipeline.spec.ts::...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Promise was used like a resolved object.", "candidate_hypotheses": [ "Promise was used like a resolved object.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from tes...
[ { "tool": "list_files", "args": {}, "result": [ "src/billing_pipeline.ts", "src/helpers.ts", "tests/billing_pipeline.spec.ts" ] }, { "tool": "grep", "args": { "pattern": "missing_await" }, "result": [ "src/billing_pipeline.ts" ] }, { "too...
{ "diagnosis": "Promise was used like a resolved object.", "hypotheses_explored": [ "Promise was used like a resolved object.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "src...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00026
deep_bugfix_reasoning
cpp
payments_reconciliation
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the payments_reconciliation module. # Repo Tree src/payments_reconciliation.cpp include/payments_reconciliation.hpp tests/payments_reconciliation_test.cpp # Existing Files ## src/payments_reconciliation.cpp const std::string& makeName() { std::string value = "worker"; return...
{ "repo_tree": [ "src/payments_reconciliation.cpp", "include/payments_reconciliation.hpp", "tests/payments_reconciliation_test.cpp" ], "constraints": [ "Preserve wire-format compatibility", "Do not increase memory complexity above linear", "Retain current auth semantics" ], "failing_te...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Returned a reference to a local value.", "candidate_hypotheses": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test as...
[ { "tool": "list_files", "args": {}, "result": [ "src/payments_reconciliation.cpp", "include/payments_reconciliation.hpp", "tests/payments_reconciliation_test.cpp" ] }, { "tool": "grep", "args": { "pattern": "dangling_reference" }, "result": [ "src/pa...
{ "diagnosis": "Returned a reference to a local value.", "hypotheses_explored": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "src/pay...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00027
deep_bugfix_reasoning
cpp
warehouse_sync
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the warehouse_sync module. # Repo Tree src/warehouse_sync.cpp include/warehouse_sync.hpp tests/warehouse_sync_test.cpp # Existing Files ## src/warehouse_sync.cpp bool hasItems(size_t count) { return count - 1 > 0; } ## include/warehouse_sync.hpp #pragma once inline bool normali...
{ "repo_tree": [ "src/warehouse_sync.cpp", "include/warehouse_sync.hpp", "tests/warehouse_sync_test.cpp" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged" ], "failing_tests": [ "tests/warehouse_sync_t...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Unsigned subtraction underflowed at zero.", "candidate_hypotheses": [ "Unsigned subtraction underflowed at zero.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from t...
[ { "tool": "list_files", "args": {}, "result": [ "src/warehouse_sync.cpp", "include/warehouse_sync.hpp", "tests/warehouse_sync_test.cpp" ] }, { "tool": "grep", "args": { "pattern": "unsigned_underflow" }, "result": [ "src/warehouse_sync.cpp" ] }...
{ "diagnosis": "Unsigned subtraction underflowed at zero.", "hypotheses_explored": [ "Unsigned subtraction underflowed at zero.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "s...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00028
deep_bugfix_reasoning
go
inventory_api
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the inventory_api module. # Repo Tree internal/inventory_api/inventory_api.go internal/common/helpers.go internal/inventory_api/inventory_api_test.go # Existing Files ## internal/inventory_api/inventory_api.go func readCount(read func() (string, error)) (int, error) { raw, err :...
{ "repo_tree": [ "internal/inventory_api/inventory_api.go", "internal/common/helpers.go", "internal/inventory_api/inventory_api_test.go" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_tests": [ "internal...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Conversion errors were silently discarded.", "candidate_hypotheses": [ "Conversion errors were silently discarded.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from...
[ { "tool": "list_files", "args": {}, "result": [ "internal/inventory_api/inventory_api.go", "internal/common/helpers.go", "internal/inventory_api/inventory_api_test.go" ] }, { "tool": "grep", "args": { "pattern": "discarded_conversion_error" }, "result": [ ...
{ "diagnosis": "Conversion errors were silently discarded.", "hypotheses_explored": [ "Conversion errors were silently discarded.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00029
deep_bugfix_reasoning
java
rate_limiter
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the rate_limiter module. # Repo Tree src/main/java/com/acme/RateLimiterService.java src/main/java/com/acme/Helpers.java src/test/java/com/acme/RateLimiterServiceTest.java # Existing Files ## src/main/java/com/acme/RateLimiterService.java public boolean isAdmin(String role) { ret...
{ "repo_tree": [ "src/main/java/com/acme/RateLimiterService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/RateLimiterServiceTest.java" ], "constraints": [ "Do not add external libraries", "Keep backward compatibility for existing callers", "Touch the fewest files po...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: String comparison used reference equality.", "candidate_hypotheses": [ "String comparison used reference equality.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from...
[ { "tool": "list_files", "args": {}, "result": [ "src/main/java/com/acme/RateLimiterService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/RateLimiterServiceTest.java" ] }, { "tool": "grep", "args": { "pattern": "string_reference_compare" ...
{ "diagnosis": "String comparison used reference equality.", "hypotheses_explored": [ "String comparison used reference equality.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00030
deep_bugfix_reasoning
go
customer_portal
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the customer_portal module. # Repo Tree internal/customer_portal/customer_portal.go internal/common/helpers.go internal/customer_portal/customer_portal_test.go # Existing Files ## internal/customer_portal/customer_portal.go func readCount(read func() (string, error)) (int, error) { ...
{ "repo_tree": [ "internal/customer_portal/customer_portal.go", "internal/common/helpers.go", "internal/customer_portal/customer_portal_test.go" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_tests": [ "...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Conversion errors were silently discarded.", "candidate_hypotheses": [ "Conversion errors were silently discarded.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from...
[ { "tool": "list_files", "args": {}, "result": [ "internal/customer_portal/customer_portal.go", "internal/common/helpers.go", "internal/customer_portal/customer_portal_test.go" ] }, { "tool": "grep", "args": { "pattern": "discarded_conversion_error" }, "res...
{ "diagnosis": "Conversion errors were silently discarded.", "hypotheses_explored": [ "Conversion errors were silently discarded.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00031
deep_bugfix_reasoning
typescript
task_scheduler
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the task_scheduler module. # Repo Tree src/task_scheduler.ts src/helpers.ts tests/task_scheduler.spec.ts # Existing Files ## src/task_scheduler.ts export function isEnabled(raw: string): boolean { return JSON.parse(raw).enabled; } ## src/helpers.ts export function normalizeFlag(i...
{ "repo_tree": [ "src/task_scheduler.ts", "src/helpers.ts", "tests/task_scheduler.spec.ts" ], "constraints": [ "Preserve wire-format compatibility", "Do not increase memory complexity above linear", "Retain current auth semantics" ], "failing_tests": [ "tests/task_scheduler.spec.ts...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Boolean state was not normalized before use.", "candidate_hypotheses": [ "Boolean state was not normalized before use.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come ...
[ { "tool": "list_files", "args": {}, "result": [ "src/task_scheduler.ts", "src/helpers.ts", "tests/task_scheduler.spec.ts" ] }, { "tool": "grep", "args": { "pattern": "unsafe_boolean_parse" }, "result": [ "src/task_scheduler.ts" ] }, { "to...
{ "diagnosis": "Boolean state was not normalized before use.", "hypotheses_explored": [ "Boolean state was not normalized before use.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00032
deep_bugfix_reasoning
java
auth_service
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the auth_service module. # Repo Tree src/main/java/com/acme/AuthServiceService.java src/main/java/com/acme/Helpers.java src/test/java/com/acme/AuthServiceServiceTest.java # Existing Files ## src/main/java/com/acme/AuthServiceService.java public String getName(Optional<User> user) { ...
{ "repo_tree": [ "src/main/java/com/acme/AuthServiceService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/AuthServiceServiceTest.java" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_t...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Optional.get() could throw when value absent.", "candidate_hypotheses": [ "Optional.get() could throw when value absent.", "An adjacent helper could be coercing values unexpectedly.", "The failure might com...
[ { "tool": "list_files", "args": {}, "result": [ "src/main/java/com/acme/AuthServiceService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/AuthServiceServiceTest.java" ] }, { "tool": "grep", "args": { "pattern": "optional_without_guard" }...
{ "diagnosis": "Optional.get() could throw when value absent.", "hypotheses_explored": [ "Optional.get() could throw when value absent.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00033
deep_bugfix_reasoning
go
metrics_gateway
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the metrics_gateway module. # Repo Tree internal/metrics_gateway/metrics_gateway.go internal/common/helpers.go internal/metrics_gateway/metrics_gateway_test.go # Existing Files ## internal/metrics_gateway/metrics_gateway.go func addTag(tags map[string]string, k string, v string) map...
{ "repo_tree": [ "internal/metrics_gateway/metrics_gateway.go", "internal/common/helpers.go", "internal/metrics_gateway/metrics_gateway_test.go" ], "constraints": [ "Do not rename exported symbols", "Preserve current logging keys", "Keep behavior deterministic for tests" ], "failing_te...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Assignment to a nil map panicked.", "candidate_hypotheses": [ "Assignment to a nil map panicked.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions ...
[ { "tool": "list_files", "args": {}, "result": [ "internal/metrics_gateway/metrics_gateway.go", "internal/common/helpers.go", "internal/metrics_gateway/metrics_gateway_test.go" ] }, { "tool": "grep", "args": { "pattern": "nil_map_assignment" }, "result": [ ...
{ "diagnosis": "Assignment to a nil map panicked.", "hypotheses_explored": [ "Assignment to a nil map panicked.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "internal/metrics_...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00034
deep_bugfix_reasoning
python
shipping_rate_engine
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the shipping_rate_engine module. # Repo Tree app/shipping_rate_engine.py app/helpers.py tests/test_shipping_rate_engine.py # Existing Files ## app/shipping_rate_engine.py from datetime import datetime def is_expired(expiry): return datetime.utcnow() > expiry ## app/helpers.py ...
{ "repo_tree": [ "app/shipping_rate_engine.py", "app/helpers.py", "tests/test_shipping_rate_engine.py" ], "constraints": [ "Do not rename exported symbols", "Preserve current logging keys", "Keep behavior deterministic for tests" ], "failing_tests": [ "tests/test_shipping_rate_engi...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Token expiry logic mixed naive and timezone-aware datetimes.", "candidate_hypotheses": [ "Token expiry logic mixed naive and timezone-aware datetimes.", "An adjacent helper could be coercing values unexpectedly...
[ { "tool": "list_files", "args": {}, "result": [ "app/shipping_rate_engine.py", "app/helpers.py", "tests/test_shipping_rate_engine.py" ] }, { "tool": "grep", "args": { "pattern": "naive_datetime_expiry" }, "result": [ "app/shipping_rate_engine.py" ...
{ "diagnosis": "Token expiry logic mixed naive and timezone-aware datetimes.", "hypotheses_explored": [ "Token expiry logic mixed naive and timezone-aware datetimes.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production pa...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00035
deep_bugfix_reasoning
cpp
order_reconciler
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the order_reconciler module. # Repo Tree src/order_reconciler.cpp include/order_reconciler.hpp tests/order_reconciler_test.cpp # Existing Files ## src/order_reconciler.cpp const std::string& makeName() { std::string value = "worker"; return value; } ## include/order_reconci...
{ "repo_tree": [ "src/order_reconciler.cpp", "include/order_reconciler.hpp", "tests/order_reconciler_test.cpp" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_tests": [ "tests/order_reconciler_test.cpp::t...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Returned a reference to a local value.", "candidate_hypotheses": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test as...
[ { "tool": "list_files", "args": {}, "result": [ "src/order_reconciler.cpp", "include/order_reconciler.hpp", "tests/order_reconciler_test.cpp" ] }, { "tool": "grep", "args": { "pattern": "dangling_reference" }, "result": [ "src/order_reconciler.cpp" ...
{ "diagnosis": "Returned a reference to a local value.", "hypotheses_explored": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "src/ord...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
bugfix_gpt54-00036
deep_bugfix_reasoning
rust
recommendation_feed
You are a reasoning-focused senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Form multiple hypotheses on non-trivial tasks, critique them, and choose the smallest grounded fix. Preserve constraints exactly. Ve...
# Task Fix the failing behavior in the recommendation_feed module. # Repo Tree src/recommendation_feed.rs src/helpers.rs tests/recommendation_feed_tests.rs # Existing Files ## src/recommendation_feed.rs pub fn head(values: &[i32]) -> &[i32] { &values[0..=1] } ## src/helpers.rs pub fn normalize_flag(value: bool) ...
{ "repo_tree": [ "src/recommendation_feed.rs", "src/helpers.rs", "tests/recommendation_feed_tests.rs" ], "constraints": [ "Preserve wire-format compatibility", "Do not increase memory complexity above linear", "Retain current auth semantics" ], "failing_tests": [ "tests/recommendat...
{ "problem_framing": "Frame the issue precisely and avoid overfitting the fix. Leading diagnosis: Slice bounds were off by one.", "candidate_hypotheses": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather t...
[ { "tool": "list_files", "args": {}, "result": [ "src/recommendation_feed.rs", "src/helpers.rs", "tests/recommendation_feed_tests.rs" ] }, { "tool": "grep", "args": { "pattern": "off_by_one_slice" }, "result": [ "src/recommendation_feed.rs" ] },...
{ "diagnosis": "Slice bounds were off by one.", "hypotheses_explored": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The failure might come from test assumptions rather than the production path." ], "files_modified": [ "src/recommendation_feed.r...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "multi_hypothesis": true, "session_continuation": false }
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GPT-5.4-Thinking Agentic Coding 25K

This package contains 25,000 original synthetic JSONL records designed to train open-source LLMs toward reasoning-first, grounded, structured agentic coding behavior.

Included files

  • train-01.jsonl to train-05.jsonl
  • manifest.json

Core fields

  • system
  • user
  • context
  • reasoning_scaffold
  • tool_trace
  • assistant_final
  • quality

Category split

  • 7,500 deep bugfix reasoning
  • 5,000 multi-file feature build
  • 4,000 constraint-aware refactor reasoning
  • 3,000 repo analysis and trace
  • 2,000 structured diagnosis and plan
  • 2,500 long session continuation
  • 1,000 safe refusal and grounding
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