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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
analysis_scaffold
dict
tool_trace
list
assistant_final
dict
quality
dict
bugfix_opus46-00001
analytical_bugfix_reasoning
cpp
payments_reconciliation
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# 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 bool hasItems(size_t count) { return count - 1 > 0; } ## include/paymen...
{ "repo_tree": [ "src/payments_reconciliation.cpp", "include/payments_reconciliation.hpp", "tests/payments_reconciliation_test.cpp" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_tests": [ "tests/payment...
{ "problem_statement": "Unsigned subtraction underflowed at zero.", "alternatives_considered": [ "Unsigned subtraction underflowed at zero.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeo...
[ { "tool": "list_files", "args": {}, "result": [ "src/payments_reconciliation.cpp", "include/payments_reconciliation.hpp", "tests/payments_reconciliation_test.cpp" ] }, { "tool": "grep", "args": { "pattern": "unsigned_underflow" }, "result": [ "src/pa...
{ "diagnosis": "Unsigned subtraction underflowed at zero.", "alternatives_considered": [ "Unsigned subtraction underflowed at zero.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00002
analytical_bugfix_reasoning
java
session_manager
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the session_manager module. # Repo Tree src/main/java/com/acme/SessionManagerService.java src/main/java/com/acme/Helpers.java src/test/java/com/acme/SessionManagerServiceTest.java # Existing Files ## src/main/java/com/acme/SessionManagerService.java public String getName(Optional<Us...
{ "repo_tree": [ "src/main/java/com/acme/SessionManagerService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/SessionManagerServiceTest.java" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unch...
{ "problem_statement": "Optional.get() could throw when value absent.", "alternatives_considered": [ "Optional.get() could throw when value absent.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], ...
[ { "tool": "list_files", "args": {}, "result": [ "src/main/java/com/acme/SessionManagerService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/SessionManagerServiceTest.java" ] }, { "tool": "grep", "args": { "pattern": "optional_without_guard"...
{ "diagnosis": "Optional.get() could throw when value absent.", "alternatives_considered": [ "Optional.get() could throw when value absent.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00003
analytical_bugfix_reasoning
python
order_reconciler
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# 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 add_item(item, bucket=[]): bucket.append(item) return bucket ## app/helpers.py def normalize_flag(value): retur...
{ "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_statement": "Mutable default argument leaked state across calls.", "alternatives_considered": [ "Mutable default argument leaked state across calls.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production ...
[ { "tool": "list_files", "args": {}, "result": [ "app/order_reconciler.py", "app/helpers.py", "tests/test_order_reconciler.py" ] }, { "tool": "grep", "args": { "pattern": "mutable_default_bucket" }, "result": [ "app/order_reconciler.py" ] }, {...
{ "diagnosis": "Mutable default argument leaked state across calls.", "alternatives_considered": [ "Mutable default argument leaked state across calls.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00004
analytical_bugfix_reasoning
rust
audit_logger
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the audit_logger module. # Repo Tree src/audit_logger.rs src/helpers.rs tests/audit_logger_tests.rs # Existing Files ## src/audit_logger.rs pub fn head(values: &[i32]) -> &[i32] { &values[0..=1] } ## src/helpers.rs pub fn normalize_flag(value: bool) -> bool { value } ## tests/...
{ "repo_tree": [ "src/audit_logger.rs", "src/helpers.rs", "tests/audit_logger_tests.rs" ], "constraints": [ "Preserve wire-format compatibility", "Do not increase memory complexity above linear", "Retain current auth semantics" ], "failing_tests": [ "tests/audit_logger_tests.rs::te...
{ "problem_statement": "Slice bounds were off by one.", "alternatives_considered": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeoff_notes": [ "Prefer...
[ { "tool": "list_files", "args": {}, "result": [ "src/audit_logger.rs", "src/helpers.rs", "tests/audit_logger_tests.rs" ] }, { "tool": "grep", "args": { "pattern": "off_by_one_slice" }, "result": [ "src/audit_logger.rs" ] }, { "tool": "rea...
{ "diagnosis": "Slice bounds were off by one.", "alternatives_considered": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified": [ "src/audit_logg...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00005
analytical_bugfix_reasoning
go
task_scheduler
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the task_scheduler module. # Repo Tree internal/task_scheduler/task_scheduler.go internal/common/helpers.go internal/task_scheduler/task_scheduler_test.go # Existing Files ## internal/task_scheduler/task_scheduler.go func addTag(tags map[string]string, k string, v string) map[string...
{ "repo_tree": [ "internal/task_scheduler/task_scheduler.go", "internal/common/helpers.go", "internal/task_scheduler/task_scheduler_test.go" ], "constraints": [ "Preserve wire-format compatibility", "Do not increase memory complexity above linear", "Retain current auth semantics" ], "f...
{ "problem_statement": "Assignment to a nil map panicked.", "alternatives_considered": [ "Assignment to a nil map panicked.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeoff_notes": [ ...
[ { "tool": "list_files", "args": {}, "result": [ "internal/task_scheduler/task_scheduler.go", "internal/common/helpers.go", "internal/task_scheduler/task_scheduler_test.go" ] }, { "tool": "grep", "args": { "pattern": "nil_map_assignment" }, "result": [ ...
{ "diagnosis": "Assignment to a nil map panicked.", "alternatives_considered": [ "Assignment to a nil map panicked.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified": [ "intern...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00006
analytical_bugfix_reasoning
java
task_scheduler
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the task_scheduler module. # Repo Tree src/main/java/com/acme/TaskSchedulerService.java src/main/java/com/acme/Helpers.java src/test/java/com/acme/TaskSchedulerServiceTest.java # Existing Files ## src/main/java/com/acme/TaskSchedulerService.java public boolean isAdmin(String role) {...
{ "repo_tree": [ "src/main/java/com/acme/TaskSchedulerService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/TaskSchedulerServiceTest.java" ], "constraints": [ "Do not add external libraries", "Keep backward compatibility for existing callers", "Touch the fewest file...
{ "problem_statement": "String comparison used reference equality.", "alternatives_considered": [ "String comparison used reference equality.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "trad...
[ { "tool": "list_files", "args": {}, "result": [ "src/main/java/com/acme/TaskSchedulerService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/TaskSchedulerServiceTest.java" ] }, { "tool": "grep", "args": { "pattern": "string_reference_compare"...
{ "diagnosis": "String comparison used reference equality.", "alternatives_considered": [ "String comparison used reference equality.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modifi...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00007
analytical_bugfix_reasoning
python
image_job_runner
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the image_job_runner module. # Repo Tree app/image_job_runner.py app/helpers.py tests/test_image_job_runner.py # Existing Files ## app/image_job_runner.py def parse_count(store): try: return int(store.read()) except Exception: return 0 ## app/helpers.py def ...
{ "repo_tree": [ "app/image_job_runner.py", "app/helpers.py", "tests/test_image_job_runner.py" ], "constraints": [ "Do not add external libraries", "Keep backward compatibility for existing callers", "Touch the fewest files possible" ], "failing_tests": [ "tests/test_image_job_runn...
{ "problem_statement": "Broad exception handling masked data-quality failures.", "alternatives_considered": [ "Broad exception handling masked data-quality failures.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a produ...
[ { "tool": "list_files", "args": {}, "result": [ "app/image_job_runner.py", "app/helpers.py", "tests/test_image_job_runner.py" ] }, { "tool": "grep", "args": { "pattern": "broad_exception_masking" }, "result": [ "app/image_job_runner.py" ] }, ...
{ "diagnosis": "Broad exception handling masked data-quality failures.", "alternatives_considered": [ "Broad exception handling masked data-quality failures.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bu...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00008
analytical_bugfix_reasoning
rust
metrics_gateway
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the metrics_gateway module. # Repo Tree src/metrics_gateway.rs src/helpers.rs tests/metrics_gateway_tests.rs # Existing Files ## src/metrics_gateway.rs pub fn head(values: &[i32]) -> &[i32] { &values[0..=1] } ## src/helpers.rs pub fn normalize_flag(value: bool) -> bool { value ...
{ "repo_tree": [ "src/metrics_gateway.rs", "src/helpers.rs", "tests/metrics_gateway_tests.rs" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged" ], "failing_tests": [ "tests/metrics_gateway_tests.rs::t...
{ "problem_statement": "Slice bounds were off by one.", "alternatives_considered": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeoff_notes": [ "Prefer...
[ { "tool": "list_files", "args": {}, "result": [ "src/metrics_gateway.rs", "src/helpers.rs", "tests/metrics_gateway_tests.rs" ] }, { "tool": "grep", "args": { "pattern": "off_by_one_slice" }, "result": [ "src/metrics_gateway.rs" ] }, { "to...
{ "diagnosis": "Slice bounds were off by one.", "alternatives_considered": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified": [ "src/metrics_ga...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00009
analytical_bugfix_reasoning
typescript
customer_portal
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the customer_portal module. # Repo Tree src/customer_portal.ts src/helpers.ts tests/customer_portal.spec.ts # Existing Files ## src/customer_portal.ts export function isEnabled(raw: string): boolean { return JSON.parse(raw).enabled; } ## src/helpers.ts export function normalizeFl...
{ "repo_tree": [ "src/customer_portal.ts", "src/helpers.ts", "tests/customer_portal.spec.ts" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged" ], "failing_tests": [ "tests/customer_portal.spec.ts::tes...
{ "problem_statement": "Boolean state was not normalized before use.", "alternatives_considered": [ "Boolean state was not normalized before use.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "...
[ { "tool": "list_files", "args": {}, "result": [ "src/customer_portal.ts", "src/helpers.ts", "tests/customer_portal.spec.ts" ] }, { "tool": "grep", "args": { "pattern": "unsafe_boolean_parse" }, "result": [ "src/customer_portal.ts" ] }, { ...
{ "diagnosis": "Boolean state was not normalized before use.", "alternatives_considered": [ "Boolean state was not normalized before use.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_mo...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00010
analytical_bugfix_reasoning
cpp
feature_flag_service
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the feature_flag_service module. # Repo Tree src/feature_flag_service.cpp include/feature_flag_service.hpp tests/feature_flag_service_test.cpp # Existing Files ## src/feature_flag_service.cpp const std::string& makeName() { std::string value = "worker"; return value; } ## i...
{ "repo_tree": [ "src/feature_flag_service.cpp", "include/feature_flag_service.hpp", "tests/feature_flag_service_test.cpp" ], "constraints": [ "Do not rename exported symbols", "Preserve current logging keys", "Keep behavior deterministic for tests" ], "failing_tests": [ "tests/fea...
{ "problem_statement": "Returned a reference to a local value.", "alternatives_considered": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeoff_not...
[ { "tool": "list_files", "args": {}, "result": [ "src/feature_flag_service.cpp", "include/feature_flag_service.hpp", "tests/feature_flag_service_test.cpp" ] }, { "tool": "grep", "args": { "pattern": "dangling_reference" }, "result": [ "src/feature_fla...
{ "diagnosis": "Returned a reference to a local value.", "alternatives_considered": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified": [ ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00011
analytical_bugfix_reasoning
cpp
rate_limiter
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the rate_limiter module. # Repo Tree src/rate_limiter.cpp include/rate_limiter.hpp tests/rate_limiter_test.cpp # Existing Files ## src/rate_limiter.cpp const std::string& makeName() { std::string value = "worker"; return value; } ## include/rate_limiter.hpp #pragma once inl...
{ "repo_tree": [ "src/rate_limiter.cpp", "include/rate_limiter.hpp", "tests/rate_limiter_test.cpp" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_tests": [ "tests/rate_limiter_test.cpp::test_primary_beha...
{ "problem_statement": "Returned a reference to a local value.", "alternatives_considered": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeoff_not...
[ { "tool": "list_files", "args": {}, "result": [ "src/rate_limiter.cpp", "include/rate_limiter.hpp", "tests/rate_limiter_test.cpp" ] }, { "tool": "grep", "args": { "pattern": "dangling_reference" }, "result": [ "src/rate_limiter.cpp" ] }, { ...
{ "diagnosis": "Returned a reference to a local value.", "alternatives_considered": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified": [ ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00012
analytical_bugfix_reasoning
go
payments_reconciliation
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# 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_statement": "Conversion errors were silently discarded.", "alternatives_considered": [ "Conversion errors were silently discarded.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "trad...
[ { "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": "discarded_c...
{ "diagnosis": "Conversion errors were silently discarded.", "alternatives_considered": [ "Conversion errors were silently discarded.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modifi...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00013
analytical_bugfix_reasoning
typescript
customer_portal
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the customer_portal module. # Repo Tree src/customer_portal.ts src/helpers.ts tests/customer_portal.spec.ts # Existing Files ## src/customer_portal.ts export function isEnabled(raw: string): boolean { return JSON.parse(raw).enabled; } ## src/helpers.ts export function normalizeFl...
{ "repo_tree": [ "src/customer_portal.ts", "src/helpers.ts", "tests/customer_portal.spec.ts" ], "constraints": [ "Preserve wire-format compatibility", "Do not increase memory complexity above linear", "Retain current auth semantics" ], "failing_tests": [ "tests/customer_portal.spec...
{ "problem_statement": "Boolean state was not normalized before use.", "alternatives_considered": [ "Boolean state was not normalized before use.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "...
[ { "tool": "list_files", "args": {}, "result": [ "src/customer_portal.ts", "src/helpers.ts", "tests/customer_portal.spec.ts" ] }, { "tool": "grep", "args": { "pattern": "unsafe_boolean_parse" }, "result": [ "src/customer_portal.ts" ] }, { ...
{ "diagnosis": "Boolean state was not normalized before use.", "alternatives_considered": [ "Boolean state was not normalized before use.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_mo...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00014
analytical_bugfix_reasoning
java
tenant_manager
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the tenant_manager module. # Repo Tree src/main/java/com/acme/TenantManagerService.java src/main/java/com/acme/Helpers.java src/test/java/com/acme/TenantManagerServiceTest.java # Existing Files ## src/main/java/com/acme/TenantManagerService.java public String getName(Optional<User> ...
{ "repo_tree": [ "src/main/java/com/acme/TenantManagerService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/TenantManagerServiceTest.java" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "faili...
{ "problem_statement": "Optional.get() could throw when value absent.", "alternatives_considered": [ "Optional.get() could throw when value absent.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], ...
[ { "tool": "list_files", "args": {}, "result": [ "src/main/java/com/acme/TenantManagerService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/TenantManagerServiceTest.java" ] }, { "tool": "grep", "args": { "pattern": "optional_without_guard" ...
{ "diagnosis": "Optional.get() could throw when value absent.", "alternatives_considered": [ "Optional.get() could throw when value absent.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00015
analytical_bugfix_reasoning
cpp
feature_flag_service
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the feature_flag_service module. # Repo Tree src/feature_flag_service.cpp include/feature_flag_service.hpp tests/feature_flag_service_test.cpp # Existing Files ## src/feature_flag_service.cpp bool hasItems(size_t count) { return count - 1 > 0; } ## include/feature_flag_service....
{ "repo_tree": [ "src/feature_flag_service.cpp", "include/feature_flag_service.hpp", "tests/feature_flag_service_test.cpp" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_tests": [ "tests/feature_flag_ser...
{ "problem_statement": "Unsigned subtraction underflowed at zero.", "alternatives_considered": [ "Unsigned subtraction underflowed at zero.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeo...
[ { "tool": "list_files", "args": {}, "result": [ "src/feature_flag_service.cpp", "include/feature_flag_service.hpp", "tests/feature_flag_service_test.cpp" ] }, { "tool": "grep", "args": { "pattern": "unsigned_underflow" }, "result": [ "src/feature_fla...
{ "diagnosis": "Unsigned subtraction underflowed at zero.", "alternatives_considered": [ "Unsigned subtraction underflowed at zero.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00016
analytical_bugfix_reasoning
cpp
session_manager
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the session_manager module. # Repo Tree src/session_manager.cpp include/session_manager.hpp tests/session_manager_test.cpp # Existing Files ## src/session_manager.cpp const std::string& makeName() { std::string value = "worker"; return value; } ## include/session_manager.hp...
{ "repo_tree": [ "src/session_manager.cpp", "include/session_manager.hpp", "tests/session_manager_test.cpp" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged" ], "failing_tests": [ "tests/session_manag...
{ "problem_statement": "Returned a reference to a local value.", "alternatives_considered": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeoff_not...
[ { "tool": "list_files", "args": {}, "result": [ "src/session_manager.cpp", "include/session_manager.hpp", "tests/session_manager_test.cpp" ] }, { "tool": "grep", "args": { "pattern": "dangling_reference" }, "result": [ "src/session_manager.cpp" ]...
{ "diagnosis": "Returned a reference to a local value.", "alternatives_considered": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified": [ ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00017
analytical_bugfix_reasoning
cpp
quota_enforcer
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# 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 bool hasItems(size_t count) { return count - 1 > 0; } ## include/quota_enforcer.hpp #pragma once inline bool normali...
{ "repo_tree": [ "src/quota_enforcer.cpp", "include/quota_enforcer.hpp", "tests/quota_enforcer_test.cpp" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged" ], "failing_tests": [ "tests/quota_enforcer_t...
{ "problem_statement": "Unsigned subtraction underflowed at zero.", "alternatives_considered": [ "Unsigned subtraction underflowed at zero.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeo...
[ { "tool": "list_files", "args": {}, "result": [ "src/quota_enforcer.cpp", "include/quota_enforcer.hpp", "tests/quota_enforcer_test.cpp" ] }, { "tool": "grep", "args": { "pattern": "unsigned_underflow" }, "result": [ "src/quota_enforcer.cpp" ] }...
{ "diagnosis": "Unsigned subtraction underflowed at zero.", "alternatives_considered": [ "Unsigned subtraction underflowed at zero.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00018
analytical_bugfix_reasoning
typescript
tenant_manager
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the tenant_manager module. # Repo Tree src/tenant_manager.ts src/helpers.ts tests/tenant_manager.spec.ts # Existing Files ## src/tenant_manager.ts export async function fetchUser(client, id) { const row = client.getUser(id); return { id: row.id, name: row.name }; } ## src/helpe...
{ "repo_tree": [ "src/tenant_manager.ts", "src/helpers.ts", "tests/tenant_manager.spec.ts" ], "constraints": [ "Do not rename exported symbols", "Preserve current logging keys", "Keep behavior deterministic for tests" ], "failing_tests": [ "tests/tenant_manager.spec.ts::test_primar...
{ "problem_statement": "Promise was used like a resolved object.", "alternatives_considered": [ "Promise was used like a resolved object.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeoff...
[ { "tool": "list_files", "args": {}, "result": [ "src/tenant_manager.ts", "src/helpers.ts", "tests/tenant_manager.spec.ts" ] }, { "tool": "grep", "args": { "pattern": "missing_await" }, "result": [ "src/tenant_manager.ts" ] }, { "tool": "r...
{ "diagnosis": "Promise was used like a resolved object.", "alternatives_considered": [ "Promise was used like a resolved object.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified":...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00019
analytical_bugfix_reasoning
rust
notification_hub
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# 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": [ "Do not add external libraries", "Keep backward compatibility for existing callers", "Touch the fewest files possible" ], "failing_tests": [ "tests/notification_hub_t...
{ "problem_statement": "Slice bounds were off by one.", "alternatives_considered": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeoff_notes": [ "Prefer...
[ { "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.", "alternatives_considered": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified": [ "src/notificati...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00020
analytical_bugfix_reasoning
typescript
auth_service
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the auth_service module. # Repo Tree src/auth_service.ts src/helpers.ts tests/auth_service.spec.ts # Existing Files ## src/auth_service.ts export function normalizeLimit(limit?: number): number { return limit || 100; } ## src/helpers.ts export function normalizeFlag(input: unknow...
{ "repo_tree": [ "src/auth_service.ts", "src/helpers.ts", "tests/auth_service.spec.ts" ], "constraints": [ "Do not add external libraries", "Keep backward compatibility for existing callers", "Touch the fewest files possible" ], "failing_tests": [ "tests/auth_service.spec.ts::test_...
{ "problem_statement": "Zero was incorrectly replaced by the default.", "alternatives_considered": [ "Zero was incorrectly replaced by the default.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], ...
[ { "tool": "list_files", "args": {}, "result": [ "src/auth_service.ts", "src/helpers.ts", "tests/auth_service.spec.ts" ] }, { "tool": "grep", "args": { "pattern": "zero_is_valid" }, "result": [ "src/auth_service.ts" ] }, { "tool": "read_fi...
{ "diagnosis": "Zero was incorrectly replaced by the default.", "alternatives_considered": [ "Zero was incorrectly replaced by the default.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00021
analytical_bugfix_reasoning
go
inventory_api
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# 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 addTag(tags map[string]string, k string, v string) map[string]string...
{ "repo_tree": [ "internal/inventory_api/inventory_api.go", "internal/common/helpers.go", "internal/inventory_api/inventory_api_test.go" ], "constraints": [ "Preserve wire-format compatibility", "Do not increase memory complexity above linear", "Retain current auth semantics" ], "faili...
{ "problem_statement": "Assignment to a nil map panicked.", "alternatives_considered": [ "Assignment to a nil map panicked.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeoff_notes": [ ...
[ { "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": "nil_map_assignment" }, "result": [ "i...
{ "diagnosis": "Assignment to a nil map panicked.", "alternatives_considered": [ "Assignment to a nil map panicked.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified": [ "intern...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00022
analytical_bugfix_reasoning
rust
warehouse_sync
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the warehouse_sync module. # Repo Tree src/warehouse_sync.rs src/helpers.rs tests/warehouse_sync_tests.rs # Existing Files ## src/warehouse_sync.rs pub fn head(values: &[i32]) -> &[i32] { &values[0..=1] } ## src/helpers.rs pub fn normalize_flag(value: bool) -> bool { value } #...
{ "repo_tree": [ "src/warehouse_sync.rs", "src/helpers.rs", "tests/warehouse_sync_tests.rs" ], "constraints": [ "Do not add external libraries", "Keep backward compatibility for existing callers", "Touch the fewest files possible" ], "failing_tests": [ "tests/warehouse_sync_tests.r...
{ "problem_statement": "Slice bounds were off by one.", "alternatives_considered": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeoff_notes": [ "Prefer...
[ { "tool": "list_files", "args": {}, "result": [ "src/warehouse_sync.rs", "src/helpers.rs", "tests/warehouse_sync_tests.rs" ] }, { "tool": "grep", "args": { "pattern": "off_by_one_slice" }, "result": [ "src/warehouse_sync.rs" ] }, { "tool"...
{ "diagnosis": "Slice bounds were off by one.", "alternatives_considered": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified": [ "src/warehouse_...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00023
analytical_bugfix_reasoning
python
feature_flag_service
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the feature_flag_service module. # Repo Tree app/feature_flag_service.py app/helpers.py tests/test_feature_flag_service.py # Existing Files ## app/feature_flag_service.py def parse_count(store): try: return int(store.read()) except Exception: return 0 ## app...
{ "repo_tree": [ "app/feature_flag_service.py", "app/helpers.py", "tests/test_feature_flag_service.py" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged" ], "failing_tests": [ "tests/test_feature_flag_...
{ "problem_statement": "Broad exception handling masked data-quality failures.", "alternatives_considered": [ "Broad exception handling masked data-quality failures.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a produ...
[ { "tool": "list_files", "args": {}, "result": [ "app/feature_flag_service.py", "app/helpers.py", "tests/test_feature_flag_service.py" ] }, { "tool": "grep", "args": { "pattern": "broad_exception_masking" }, "result": [ "app/feature_flag_service.py" ...
{ "diagnosis": "Broad exception handling masked data-quality failures.", "alternatives_considered": [ "Broad exception handling masked data-quality failures.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bu...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00024
analytical_bugfix_reasoning
typescript
recommendation_feed
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the recommendation_feed module. # Repo Tree src/recommendation_feed.ts src/helpers.ts tests/recommendation_feed.spec.ts # Existing Files ## src/recommendation_feed.ts export function isEnabled(raw: string): boolean { return JSON.parse(raw).enabled; } ## src/helpers.ts export func...
{ "repo_tree": [ "src/recommendation_feed.ts", "src/helpers.ts", "tests/recommendation_feed.spec.ts" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_tests": [ "tests/recommendation_feed.spec.ts::test_prim...
{ "problem_statement": "Boolean state was not normalized before use.", "alternatives_considered": [ "Boolean state was not normalized before use.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "...
[ { "tool": "list_files", "args": {}, "result": [ "src/recommendation_feed.ts", "src/helpers.ts", "tests/recommendation_feed.spec.ts" ] }, { "tool": "grep", "args": { "pattern": "unsafe_boolean_parse" }, "result": [ "src/recommendation_feed.ts" ] ...
{ "diagnosis": "Boolean state was not normalized before use.", "alternatives_considered": [ "Boolean state was not normalized before use.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_mo...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00025
analytical_bugfix_reasoning
java
quota_enforcer
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the quota_enforcer module. # Repo Tree src/main/java/com/acme/QuotaEnforcerService.java src/main/java/com/acme/Helpers.java src/test/java/com/acme/QuotaEnforcerServiceTest.java # Existing Files ## src/main/java/com/acme/QuotaEnforcerService.java public boolean isAdmin(String role) {...
{ "repo_tree": [ "src/main/java/com/acme/QuotaEnforcerService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/QuotaEnforcerServiceTest.java" ], "constraints": [ "Preserve wire-format compatibility", "Do not increase memory complexity above linear", "Retain current aut...
{ "problem_statement": "String comparison used reference equality.", "alternatives_considered": [ "String comparison used reference equality.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "trad...
[ { "tool": "list_files", "args": {}, "result": [ "src/main/java/com/acme/QuotaEnforcerService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/QuotaEnforcerServiceTest.java" ] }, { "tool": "grep", "args": { "pattern": "string_reference_compare"...
{ "diagnosis": "String comparison used reference equality.", "alternatives_considered": [ "String comparison used reference equality.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modifi...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00026
analytical_bugfix_reasoning
java
notification_hub
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the notification_hub module. # Repo Tree src/main/java/com/acme/NotificationHubService.java src/main/java/com/acme/Helpers.java src/test/java/com/acme/NotificationHubServiceTest.java # Existing Files ## src/main/java/com/acme/NotificationHubService.java public String getName(Optiona...
{ "repo_tree": [ "src/main/java/com/acme/NotificationHubService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/NotificationHubServiceTest.java" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies un...
{ "problem_statement": "Optional.get() could throw when value absent.", "alternatives_considered": [ "Optional.get() could throw when value absent.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], ...
[ { "tool": "list_files", "args": {}, "result": [ "src/main/java/com/acme/NotificationHubService.java", "src/main/java/com/acme/Helpers.java", "src/test/java/com/acme/NotificationHubServiceTest.java" ] }, { "tool": "grep", "args": { "pattern": "optional_without_guar...
{ "diagnosis": "Optional.get() could throw when value absent.", "alternatives_considered": [ "Optional.get() could throw when value absent.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00027
analytical_bugfix_reasoning
rust
audit_logger
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the audit_logger module. # Repo Tree src/audit_logger.rs src/helpers.rs tests/audit_logger_tests.rs # Existing Files ## src/audit_logger.rs pub fn head(values: &[i32]) -> &[i32] { &values[0..=1] } ## src/helpers.rs pub fn normalize_flag(value: bool) -> bool { value } ## tests/...
{ "repo_tree": [ "src/audit_logger.rs", "src/helpers.rs", "tests/audit_logger_tests.rs" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged" ], "failing_tests": [ "tests/audit_logger_tests.rs::test_prima...
{ "problem_statement": "Slice bounds were off by one.", "alternatives_considered": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeoff_notes": [ "Prefer...
[ { "tool": "list_files", "args": {}, "result": [ "src/audit_logger.rs", "src/helpers.rs", "tests/audit_logger_tests.rs" ] }, { "tool": "grep", "args": { "pattern": "off_by_one_slice" }, "result": [ "src/audit_logger.rs" ] }, { "tool": "rea...
{ "diagnosis": "Slice bounds were off by one.", "alternatives_considered": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified": [ "src/audit_logg...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00028
analytical_bugfix_reasoning
python
shipping_rate_engine
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# 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_statement": "Broad exception handling masked data-quality failures.", "alternatives_considered": [ "Broad exception handling masked data-quality failures.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a produ...
[ { "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.", "alternatives_considered": [ "Broad exception handling masked data-quality failures.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bu...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00029
analytical_bugfix_reasoning
go
order_reconciler
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the order_reconciler module. # Repo Tree internal/order_reconciler/order_reconciler.go internal/common/helpers.go internal/order_reconciler/order_reconciler_test.go # Existing Files ## internal/order_reconciler/order_reconciler.go func addTag(tags map[string]string, k string, v stri...
{ "repo_tree": [ "internal/order_reconciler/order_reconciler.go", "internal/common/helpers.go", "internal/order_reconciler/order_reconciler_test.go" ], "constraints": [ "Do not add external libraries", "Keep backward compatibility for existing callers", "Touch the fewest files possible" ...
{ "problem_statement": "Assignment to a nil map panicked.", "alternatives_considered": [ "Assignment to a nil map panicked.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeoff_notes": [ ...
[ { "tool": "list_files", "args": {}, "result": [ "internal/order_reconciler/order_reconciler.go", "internal/common/helpers.go", "internal/order_reconciler/order_reconciler_test.go" ] }, { "tool": "grep", "args": { "pattern": "nil_map_assignment" }, "result"...
{ "diagnosis": "Assignment to a nil map panicked.", "alternatives_considered": [ "Assignment to a nil map panicked.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified": [ "intern...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00030
analytical_bugfix_reasoning
go
task_scheduler
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the task_scheduler module. # Repo Tree internal/task_scheduler/task_scheduler.go internal/common/helpers.go internal/task_scheduler/task_scheduler_test.go # Existing Files ## internal/task_scheduler/task_scheduler.go func addTag(tags map[string]string, k string, v string) map[string...
{ "repo_tree": [ "internal/task_scheduler/task_scheduler.go", "internal/common/helpers.go", "internal/task_scheduler/task_scheduler_test.go" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged" ], "failing_t...
{ "problem_statement": "Assignment to a nil map panicked.", "alternatives_considered": [ "Assignment to a nil map panicked.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeoff_notes": [ ...
[ { "tool": "list_files", "args": {}, "result": [ "internal/task_scheduler/task_scheduler.go", "internal/common/helpers.go", "internal/task_scheduler/task_scheduler_test.go" ] }, { "tool": "grep", "args": { "pattern": "nil_map_assignment" }, "result": [ ...
{ "diagnosis": "Assignment to a nil map panicked.", "alternatives_considered": [ "Assignment to a nil map panicked.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified": [ "intern...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00031
analytical_bugfix_reasoning
cpp
order_reconciler
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# 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 change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged" ], "failing_tests": [ "tests/order_reco...
{ "problem_statement": "Returned a reference to a local value.", "alternatives_considered": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeoff_not...
[ { "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.", "alternatives_considered": [ "Returned a reference to a local value.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified": [ ...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00032
analytical_bugfix_reasoning
typescript
document_parser
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# 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 isEnabled(raw: string): boolean { return JSON.parse(raw).enabled; } ## src/helpers.ts export function normalizeFl...
{ "repo_tree": [ "src/document_parser.ts", "src/helpers.ts", "tests/document_parser.spec.ts" ], "constraints": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged" ], "failing_tests": [ "tests/document_parser.spec.ts::tes...
{ "problem_statement": "Boolean state was not normalized before use.", "alternatives_considered": [ "Boolean state was not normalized before use.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "...
[ { "tool": "list_files", "args": {}, "result": [ "src/document_parser.ts", "src/helpers.ts", "tests/document_parser.spec.ts" ] }, { "tool": "grep", "args": { "pattern": "unsafe_boolean_parse" }, "result": [ "src/document_parser.ts" ] }, { ...
{ "diagnosis": "Boolean state was not normalized before use.", "alternatives_considered": [ "Boolean state was not normalized before use.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_mo...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00033
analytical_bugfix_reasoning
python
order_reconciler
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# 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 rename exported symbols", "Preserve current logging keys", "Keep behavior deterministic for tests" ], "failing_tests": [ "tests/test_order_reconciler.py::test_...
{ "problem_statement": "Broad exception handling masked data-quality failures.", "alternatives_considered": [ "Broad exception handling masked data-quality failures.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a produ...
[ { "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.", "alternatives_considered": [ "Broad exception handling masked data-quality failures.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bu...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00034
analytical_bugfix_reasoning
rust
shipping_rate_engine
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the shipping_rate_engine module. # Repo Tree src/shipping_rate_engine.rs src/helpers.rs tests/shipping_rate_engine_tests.rs # Existing Files ## src/shipping_rate_engine.rs pub fn parse_port(input: &str) -> u16 { input.parse::<u16>().unwrap() } ## src/helpers.rs pub fn normalize...
{ "repo_tree": [ "src/shipping_rate_engine.rs", "src/helpers.rs", "tests/shipping_rate_engine_tests.rs" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_tests": [ "tests/shipping_rate_engine_tests.rs::test...
{ "problem_statement": "Unwrap could panic on invalid port input.", "alternatives_considered": [ "Unwrap could panic on invalid port input.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeo...
[ { "tool": "list_files", "args": {}, "result": [ "src/shipping_rate_engine.rs", "src/helpers.rs", "tests/shipping_rate_engine_tests.rs" ] }, { "tool": "grep", "args": { "pattern": "unwrap_panic" }, "result": [ "src/shipping_rate_engine.rs" ] }, ...
{ "diagnosis": "Unwrap could panic on invalid port input.", "alternatives_considered": [ "Unwrap could panic on invalid port input.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00035
analytical_bugfix_reasoning
rust
recommendation_feed
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# 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": [ "Do not change the database schema", "Preserve public API compatibility", "Keep runtime dependencies unchanged" ], "failing_tests": [ "tests/recommendation_feed...
{ "problem_statement": "Slice bounds were off by one.", "alternatives_considered": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "tradeoff_notes": [ "Prefer...
[ { "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.", "alternatives_considered": [ "Slice bounds were off by one.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a production bug." ], "files_modified": [ "src/recommenda...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
bugfix_opus46-00036
analytical_bugfix_reasoning
python
customer_portal
You are an analytical senior software engineer operating inside an agentic coding harness. Use native tool calling. Read files before editing them. Never invent repository contents. Compare multiple plausible approaches, explain tradeoffs clearly, and choose the smallest grounded solution. Respect constraints exactly. ...
# Task Fix the failing behavior in the customer_portal module. # Repo Tree app/customer_portal.py app/helpers.py tests/test_customer_portal.py # Existing Files ## app/customer_portal.py from datetime import datetime def is_expired(expiry): return datetime.utcnow() > expiry ## app/helpers.py def normalize_flag(v...
{ "repo_tree": [ "app/customer_portal.py", "app/helpers.py", "tests/test_customer_portal.py" ], "constraints": [ "Do not alter persisted file formats", "Do not change CLI flags", "Keep thread safety intact" ], "failing_tests": [ "tests/test_customer_portal.py::test_primary_behavior...
{ "problem_statement": "Token expiry logic mixed naive and timezone-aware datetimes.", "alternatives_considered": [ "Token expiry logic mixed naive and timezone-aware datetimes.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than expo...
[ { "tool": "list_files", "args": {}, "result": [ "app/customer_portal.py", "app/helpers.py", "tests/test_customer_portal.py" ] }, { "tool": "grep", "args": { "pattern": "naive_datetime_expiry" }, "result": [ "app/customer_portal.py" ] }, { ...
{ "diagnosis": "Token expiry logic mixed naive and timezone-aware datetimes.", "alternatives_considered": [ "Token expiry logic mixed naive and timezone-aware datetimes.", "An adjacent helper could be coercing values unexpectedly.", "The tests could be over-constraining behavior rather than exposing a p...
{ "read_before_edit": true, "uses_tools": true, "structured_output": true, "comparative_reasoning": true, "session_continuation": false }
End of preview.

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Check out the documentation for more information.

Opus 4.6 Thinking Agentic Coding 25K

This package contains 25,000 original synthetic JSONL records designed to train open-source LLMs toward analytical, tradeoff-aware, structured agentic coding behavior.

Included files

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

Core fields

  • system
  • user
  • context
  • analysis_scaffold
  • tool_trace
  • assistant_final
  • quality

Category split

  • 7,000 analytical bugfix reasoning
  • 5,000 architectural feature implementation
  • 4,000 deliberate refactor reasoning
  • 3,000 codebase analysis and trace
  • 2,500 design review and patch plan
  • 2,500 long-form session continuation
  • 1,000 safe refusal and boundary reasoning
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