Datasets:

veritiana-ai
/

tenrec-task-archetypes

recipe_id string	title string	category string	description string	keywords list	inspect list	architecture_patterns list	typical_tasks list	validators list	constraints list	text string	example_index int64
bug_fix	Bug fix	maintenance	Plan and execute bug fix while adapting to the existing project architecture.	[ "bug", "fix", "regression", "defect" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "minimal_patch", "description": "minimal patch" }, { "name": "root_cause_fix", "description": "root cause fix" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Bug fix	0
bug_fix	Bug fix	maintenance	Plan and execute bug fix while adapting to the existing project architecture.	[ "bug", "fix", "regression", "defect" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "minimal_patch", "description": "minimal patch" }, { "name": "root_cause_fix", "description": "root cause fix" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Implement bug fix in this project	1
bug_fix	Bug fix	maintenance	Plan and execute bug fix while adapting to the existing project architecture.	[ "bug", "fix", "regression", "defect" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "minimal_patch", "description": "minimal patch" }, { "name": "root_cause_fix", "description": "root cause fix" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	I need to bug for the existing application	2
bug_fix	Bug fix	maintenance	Plan and execute bug fix while adapting to the existing project architecture.	[ "bug", "fix", "regression", "defect" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "minimal_patch", "description": "minimal patch" }, { "name": "root_cause_fix", "description": "root cause fix" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Please handle defect without rewriting unrelated code	3
failing_test_repair	Failing test repair	testing	Plan and execute failing test repair while adapting to the existing project architecture.	[ "failing test", "pytest", "test failure", "repair test" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "test_first_repair", "description": "test first repair" }, { "name": "implementation_repair", "description": "implementation repair" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Failing test repair	0
failing_test_repair	Failing test repair	testing	Plan and execute failing test repair while adapting to the existing project architecture.	[ "failing test", "pytest", "test failure", "repair test" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "test_first_repair", "description": "test first repair" }, { "name": "implementation_repair", "description": "implementation repair" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Implement failing test repair in this project	1
failing_test_repair	Failing test repair	testing	Plan and execute failing test repair while adapting to the existing project architecture.	[ "failing test", "pytest", "test failure", "repair test" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "test_first_repair", "description": "test first repair" }, { "name": "implementation_repair", "description": "implementation repair" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	I need to failing test for the existing application	2
failing_test_repair	Failing test repair	testing	Plan and execute failing test repair while adapting to the existing project architecture.	[ "failing test", "pytest", "test failure", "repair test" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "test_first_repair", "description": "test first repair" }, { "name": "implementation_repair", "description": "implementation repair" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Please handle repair test without rewriting unrelated code	3
dependency_upgrade	Dependency upgrade	maintenance	Plan and execute dependency upgrade while adapting to the existing project architecture.	[ "dependency", "upgrade", "package", "version" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "in_place_upgrade", "description": "in place upgrade" }, { "name": "compatibility_migration", "description": "compatibility migration" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Dependency upgrade	0
dependency_upgrade	Dependency upgrade	maintenance	Plan and execute dependency upgrade while adapting to the existing project architecture.	[ "dependency", "upgrade", "package", "version" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "in_place_upgrade", "description": "in place upgrade" }, { "name": "compatibility_migration", "description": "compatibility migration" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Implement dependency upgrade in this project	1
dependency_upgrade	Dependency upgrade	maintenance	Plan and execute dependency upgrade while adapting to the existing project architecture.	[ "dependency", "upgrade", "package", "version" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "in_place_upgrade", "description": "in place upgrade" }, { "name": "compatibility_migration", "description": "compatibility migration" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	I need to dependency for the existing application	2
dependency_upgrade	Dependency upgrade	maintenance	Plan and execute dependency upgrade while adapting to the existing project architecture.	[ "dependency", "upgrade", "package", "version" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "in_place_upgrade", "description": "in place upgrade" }, { "name": "compatibility_migration", "description": "compatibility migration" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Please handle version without rewriting unrelated code	3
framework_upgrade	Framework upgrade	maintenance	Plan and execute framework upgrade while adapting to the existing project architecture.	[ "framework", "upgrade", "django", "fastapi", "react" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "incremental_framework_upgrade", "description": "incremental framework upgrade" }, { "name": "compatibility_migration", "description": "compatibility migration" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Framework upgrade	0
framework_upgrade	Framework upgrade	maintenance	Plan and execute framework upgrade while adapting to the existing project architecture.	[ "framework", "upgrade", "django", "fastapi", "react" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "incremental_framework_upgrade", "description": "incremental framework upgrade" }, { "name": "compatibility_migration", "description": "compatibility migration" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Implement framework upgrade in this project	1
framework_upgrade	Framework upgrade	maintenance	Plan and execute framework upgrade while adapting to the existing project architecture.	[ "framework", "upgrade", "django", "fastapi", "react" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "incremental_framework_upgrade", "description": "incremental framework upgrade" }, { "name": "compatibility_migration", "description": "compatibility migration" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	I need to framework for the existing application	2
framework_upgrade	Framework upgrade	maintenance	Plan and execute framework upgrade while adapting to the existing project architecture.	[ "framework", "upgrade", "django", "fastapi", "react" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "incremental_framework_upgrade", "description": "incremental framework upgrade" }, { "name": "compatibility_migration", "description": "compatibility migration" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Please handle react without rewriting unrelated code	3
python_version_upgrade	Python version upgrade	maintenance	Plan and execute python version upgrade while adapting to the existing project architecture.	[ "python version", "pyproject", "runtime upgrade" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "runtime_upgrade", "description": "runtime upgrade" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Python version upgrade	0
python_version_upgrade	Python version upgrade	maintenance	Plan and execute python version upgrade while adapting to the existing project architecture.	[ "python version", "pyproject", "runtime upgrade" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "runtime_upgrade", "description": "runtime upgrade" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Implement python version upgrade in this project	1
python_version_upgrade	Python version upgrade	maintenance	Plan and execute python version upgrade while adapting to the existing project architecture.	[ "python version", "pyproject", "runtime upgrade" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "runtime_upgrade", "description": "runtime upgrade" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	I need to python version for the existing application	2
python_version_upgrade	Python version upgrade	maintenance	Plan and execute python version upgrade while adapting to the existing project architecture.	[ "python version", "pyproject", "runtime upgrade" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "runtime_upgrade", "description": "runtime upgrade" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Please handle runtime upgrade without rewriting unrelated code	3
node_version_upgrade	Node.js version upgrade	maintenance	Plan and execute node.js version upgrade while adapting to the existing project architecture.	[ "node version", "npm", "pnpm", "runtime upgrade" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "runtime_upgrade", "description": "runtime upgrade" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Node.js version upgrade	0
node_version_upgrade	Node.js version upgrade	maintenance	Plan and execute node.js version upgrade while adapting to the existing project architecture.	[ "node version", "npm", "pnpm", "runtime upgrade" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "runtime_upgrade", "description": "runtime upgrade" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Implement node.js version upgrade in this project	1
node_version_upgrade	Node.js version upgrade	maintenance	Plan and execute node.js version upgrade while adapting to the existing project architecture.	[ "node version", "npm", "pnpm", "runtime upgrade" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "runtime_upgrade", "description": "runtime upgrade" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	I need to node version for the existing application	2
node_version_upgrade	Node.js version upgrade	maintenance	Plan and execute node.js version upgrade while adapting to the existing project architecture.	[ "node version", "npm", "pnpm", "runtime upgrade" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "runtime_upgrade", "description": "runtime upgrade" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Please handle runtime upgrade without rewriting unrelated code	3
security_patch	Security patch	security	Plan and execute security patch while adapting to the existing project architecture.	[ "security", "vulnerability", "cve", "patch" ]	[ "Inspect trust boundaries and current security mechanism", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "minimal_security_patch", "description": "minimal security patch" }, { "name": "dependency_security_upgrade", "description": "dependency security upgrade" } ]	[ "Inspect trust boundaries and current security mechanism", "Implement least-privilege compatible change", "Run security-focused and regression validation" ]	[ "focused_tests", "project_tests", "security_constraints" ]	[ "do not weaken existing controls", "do not expose secrets" ]	Security patch	0
security_patch	Security patch	security	Plan and execute security patch while adapting to the existing project architecture.	[ "security", "vulnerability", "cve", "patch" ]	[ "Inspect trust boundaries and current security mechanism", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "minimal_security_patch", "description": "minimal security patch" }, { "name": "dependency_security_upgrade", "description": "dependency security upgrade" } ]	[ "Inspect trust boundaries and current security mechanism", "Implement least-privilege compatible change", "Run security-focused and regression validation" ]	[ "focused_tests", "project_tests", "security_constraints" ]	[ "do not weaken existing controls", "do not expose secrets" ]	Implement security patch in this project	1
security_patch	Security patch	security	Plan and execute security patch while adapting to the existing project architecture.	[ "security", "vulnerability", "cve", "patch" ]	[ "Inspect trust boundaries and current security mechanism", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "minimal_security_patch", "description": "minimal security patch" }, { "name": "dependency_security_upgrade", "description": "dependency security upgrade" } ]	[ "Inspect trust boundaries and current security mechanism", "Implement least-privilege compatible change", "Run security-focused and regression validation" ]	[ "focused_tests", "project_tests", "security_constraints" ]	[ "do not weaken existing controls", "do not expose secrets" ]	I need to security for the existing application	2
security_patch	Security patch	security	Plan and execute security patch while adapting to the existing project architecture.	[ "security", "vulnerability", "cve", "patch" ]	[ "Inspect trust boundaries and current security mechanism", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "minimal_security_patch", "description": "minimal security patch" }, { "name": "dependency_security_upgrade", "description": "dependency security upgrade" } ]	[ "Inspect trust boundaries and current security mechanism", "Implement least-privilege compatible change", "Run security-focused and regression validation" ]	[ "focused_tests", "project_tests", "security_constraints" ]	[ "do not weaken existing controls", "do not expose secrets" ]	Please handle patch without rewriting unrelated code	3
performance_optimization	Performance optimization	quality	Plan and execute performance optimization while adapting to the existing project architecture.	[ "performance", "slow", "latency", "optimize" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "measure_then_optimize", "description": "measure then optimize" }, { "name": "hot_path_optimization", "description": "hot path optimization" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Performance optimization	0
performance_optimization	Performance optimization	quality	Plan and execute performance optimization while adapting to the existing project architecture.	[ "performance", "slow", "latency", "optimize" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "measure_then_optimize", "description": "measure then optimize" }, { "name": "hot_path_optimization", "description": "hot path optimization" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Implement performance optimization in this project	1
performance_optimization	Performance optimization	quality	Plan and execute performance optimization while adapting to the existing project architecture.	[ "performance", "slow", "latency", "optimize" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "measure_then_optimize", "description": "measure then optimize" }, { "name": "hot_path_optimization", "description": "hot path optimization" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	I need to performance for the existing application	2
performance_optimization	Performance optimization	quality	Plan and execute performance optimization while adapting to the existing project architecture.	[ "performance", "slow", "latency", "optimize" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "measure_then_optimize", "description": "measure then optimize" }, { "name": "hot_path_optimization", "description": "hot path optimization" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Please handle optimize without rewriting unrelated code	3
memory_leak_fix	Memory leak fix	quality	Plan and execute memory leak fix while adapting to the existing project architecture.	[ "memory leak", "memory growth", "heap", "leak" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "profile_and_fix", "description": "profile and fix" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Memory leak fix	0
memory_leak_fix	Memory leak fix	quality	Plan and execute memory leak fix while adapting to the existing project architecture.	[ "memory leak", "memory growth", "heap", "leak" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "profile_and_fix", "description": "profile and fix" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Implement memory leak fix in this project	1
memory_leak_fix	Memory leak fix	quality	Plan and execute memory leak fix while adapting to the existing project architecture.	[ "memory leak", "memory growth", "heap", "leak" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "profile_and_fix", "description": "profile and fix" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	I need to memory leak for the existing application	2
memory_leak_fix	Memory leak fix	quality	Plan and execute memory leak fix while adapting to the existing project architecture.	[ "memory leak", "memory growth", "heap", "leak" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "profile_and_fix", "description": "profile and fix" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Please handle leak without rewriting unrelated code	3
concurrency_bug_fix	Concurrency bug fix	quality	Plan and execute concurrency bug fix while adapting to the existing project architecture.	[ "race condition", "concurrency", "deadlock", "async" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "reproduce_then_synchronize", "description": "reproduce then synchronize" }, { "name": "idempotency_fix", "description": "idempotency fix" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Concurrency bug fix	0
concurrency_bug_fix	Concurrency bug fix	quality	Plan and execute concurrency bug fix while adapting to the existing project architecture.	[ "race condition", "concurrency", "deadlock", "async" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "reproduce_then_synchronize", "description": "reproduce then synchronize" }, { "name": "idempotency_fix", "description": "idempotency fix" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Implement concurrency bug fix in this project	1
concurrency_bug_fix	Concurrency bug fix	quality	Plan and execute concurrency bug fix while adapting to the existing project architecture.	[ "race condition", "concurrency", "deadlock", "async" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "reproduce_then_synchronize", "description": "reproduce then synchronize" }, { "name": "idempotency_fix", "description": "idempotency fix" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	I need to race condition for the existing application	2
concurrency_bug_fix	Concurrency bug fix	quality	Plan and execute concurrency bug fix while adapting to the existing project architecture.	[ "race condition", "concurrency", "deadlock", "async" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "reproduce_then_synchronize", "description": "reproduce then synchronize" }, { "name": "idempotency_fix", "description": "idempotency fix" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Please handle async without rewriting unrelated code	3
logging_addition	Logging addition	observability	Plan and execute logging addition while adapting to the existing project architecture.	[ "logging", "logs", "structured log" ]	[ "Inspect existing logging/metrics conventions", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "structured_logging", "description": "structured logging" } ]	[ "Inspect existing logging/metrics conventions", "Add instrumentation at relevant boundaries", "Validate emitted signal without leaking secrets" ]	[ "focused_tests", "project_tests" ]	[ "no sensitive data in telemetry" ]	Logging addition	0
logging_addition	Logging addition	observability	Plan and execute logging addition while adapting to the existing project architecture.	[ "logging", "logs", "structured log" ]	[ "Inspect existing logging/metrics conventions", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "structured_logging", "description": "structured logging" } ]	[ "Inspect existing logging/metrics conventions", "Add instrumentation at relevant boundaries", "Validate emitted signal without leaking secrets" ]	[ "focused_tests", "project_tests" ]	[ "no sensitive data in telemetry" ]	Implement logging addition in this project	1
logging_addition	Logging addition	observability	Plan and execute logging addition while adapting to the existing project architecture.	[ "logging", "logs", "structured log" ]	[ "Inspect existing logging/metrics conventions", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "structured_logging", "description": "structured logging" } ]	[ "Inspect existing logging/metrics conventions", "Add instrumentation at relevant boundaries", "Validate emitted signal without leaking secrets" ]	[ "focused_tests", "project_tests" ]	[ "no sensitive data in telemetry" ]	I need to logging for the existing application	2
logging_addition	Logging addition	observability	Plan and execute logging addition while adapting to the existing project architecture.	[ "logging", "logs", "structured log" ]	[ "Inspect existing logging/metrics conventions", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "structured_logging", "description": "structured logging" } ]	[ "Inspect existing logging/metrics conventions", "Add instrumentation at relevant boundaries", "Validate emitted signal without leaking secrets" ]	[ "focused_tests", "project_tests" ]	[ "no sensitive data in telemetry" ]	Please handle structured log without rewriting unrelated code	3
observability_addition	Observability addition	observability	Plan and execute observability addition while adapting to the existing project architecture.	[ "observability", "trace", "telemetry", "opentelemetry" ]	[ "Inspect existing logging/metrics conventions", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "metrics_logs_traces", "description": "metrics logs traces" } ]	[ "Inspect existing logging/metrics conventions", "Add instrumentation at relevant boundaries", "Validate emitted signal without leaking secrets" ]	[ "focused_tests", "project_tests" ]	[ "no sensitive data in telemetry" ]	Observability addition	0
observability_addition	Observability addition	observability	Plan and execute observability addition while adapting to the existing project architecture.	[ "observability", "trace", "telemetry", "opentelemetry" ]	[ "Inspect existing logging/metrics conventions", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "metrics_logs_traces", "description": "metrics logs traces" } ]	[ "Inspect existing logging/metrics conventions", "Add instrumentation at relevant boundaries", "Validate emitted signal without leaking secrets" ]	[ "focused_tests", "project_tests" ]	[ "no sensitive data in telemetry" ]	Implement observability addition in this project	1
observability_addition	Observability addition	observability	Plan and execute observability addition while adapting to the existing project architecture.	[ "observability", "trace", "telemetry", "opentelemetry" ]	[ "Inspect existing logging/metrics conventions", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "metrics_logs_traces", "description": "metrics logs traces" } ]	[ "Inspect existing logging/metrics conventions", "Add instrumentation at relevant boundaries", "Validate emitted signal without leaking secrets" ]	[ "focused_tests", "project_tests" ]	[ "no sensitive data in telemetry" ]	I need to observability for the existing application	2
observability_addition	Observability addition	observability	Plan and execute observability addition while adapting to the existing project architecture.	[ "observability", "trace", "telemetry", "opentelemetry" ]	[ "Inspect existing logging/metrics conventions", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "metrics_logs_traces", "description": "metrics logs traces" } ]	[ "Inspect existing logging/metrics conventions", "Add instrumentation at relevant boundaries", "Validate emitted signal without leaking secrets" ]	[ "focused_tests", "project_tests" ]	[ "no sensitive data in telemetry" ]	Please handle opentelemetry without rewriting unrelated code	3
error_handling_improvement	Error handling improvement	quality	Plan and execute error handling improvement while adapting to the existing project architecture.	[ "error handling", "exceptions", "failure handling" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "typed_errors", "description": "typed errors" }, { "name": "boundary_handling", "description": "boundary handling" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Error handling improvement	0
error_handling_improvement	Error handling improvement	quality	Plan and execute error handling improvement while adapting to the existing project architecture.	[ "error handling", "exceptions", "failure handling" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "typed_errors", "description": "typed errors" }, { "name": "boundary_handling", "description": "boundary handling" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Implement error handling improvement in this project	1
error_handling_improvement	Error handling improvement	quality	Plan and execute error handling improvement while adapting to the existing project architecture.	[ "error handling", "exceptions", "failure handling" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "typed_errors", "description": "typed errors" }, { "name": "boundary_handling", "description": "boundary handling" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	I need to error handling for the existing application	2
error_handling_improvement	Error handling improvement	quality	Plan and execute error handling improvement while adapting to the existing project architecture.	[ "error handling", "exceptions", "failure handling" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "typed_errors", "description": "typed errors" }, { "name": "boundary_handling", "description": "boundary handling" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Please handle failure handling without rewriting unrelated code	3
code_refactor	Code refactor	maintenance	Plan and execute code refactor while adapting to the existing project architecture.	[ "refactor", "cleanup code", "restructure" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "behavior_preserving_refactor", "description": "behavior preserving refactor" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Code refactor	0
code_refactor	Code refactor	maintenance	Plan and execute code refactor while adapting to the existing project architecture.	[ "refactor", "cleanup code", "restructure" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "behavior_preserving_refactor", "description": "behavior preserving refactor" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Implement code refactor in this project	1
code_refactor	Code refactor	maintenance	Plan and execute code refactor while adapting to the existing project architecture.	[ "refactor", "cleanup code", "restructure" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "behavior_preserving_refactor", "description": "behavior preserving refactor" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	I need to refactor for the existing application	2
code_refactor	Code refactor	maintenance	Plan and execute code refactor while adapting to the existing project architecture.	[ "refactor", "cleanup code", "restructure" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "behavior_preserving_refactor", "description": "behavior preserving refactor" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Please handle restructure without rewriting unrelated code	3
dead_code_removal	Dead code removal	maintenance	Plan and execute dead code removal while adapting to the existing project architecture.	[ "dead code", "unused", "remove obsolete" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "reference_check_then_remove", "description": "reference check then remove" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Dead code removal	0
dead_code_removal	Dead code removal	maintenance	Plan and execute dead code removal while adapting to the existing project architecture.	[ "dead code", "unused", "remove obsolete" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "reference_check_then_remove", "description": "reference check then remove" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Implement dead code removal in this project	1
dead_code_removal	Dead code removal	maintenance	Plan and execute dead code removal while adapting to the existing project architecture.	[ "dead code", "unused", "remove obsolete" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "reference_check_then_remove", "description": "reference check then remove" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	I need to dead code for the existing application	2
dead_code_removal	Dead code removal	maintenance	Plan and execute dead code removal while adapting to the existing project architecture.	[ "dead code", "unused", "remove obsolete" ]	[ "Inspect relevant source and configuration", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "reference_check_then_remove", "description": "reference check then remove" } ]	[ "Inspect relevant source and configuration", "Apply minimal compatible change", "Run focused regression validation" ]	[ "focused_tests", "project_tests" ]	[ "preserve public behavior", "avoid unrelated rewrites" ]	Please handle remove obsolete without rewriting unrelated code	3
type_hints_addition	Type hints addition	quality	Plan and execute type hints addition while adapting to the existing project architecture.	[ "type hints", "typing", "mypy", "types" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "incremental_typing", "description": "incremental typing" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Type hints addition	0
type_hints_addition	Type hints addition	quality	Plan and execute type hints addition while adapting to the existing project architecture.	[ "type hints", "typing", "mypy", "types" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "incremental_typing", "description": "incremental typing" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Implement type hints addition in this project	1
type_hints_addition	Type hints addition	quality	Plan and execute type hints addition while adapting to the existing project architecture.	[ "type hints", "typing", "mypy", "types" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "incremental_typing", "description": "incremental typing" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	I need to type hints for the existing application	2
type_hints_addition	Type hints addition	quality	Plan and execute type hints addition while adapting to the existing project architecture.	[ "type hints", "typing", "mypy", "types" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "incremental_typing", "description": "incremental typing" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Please handle types without rewriting unrelated code	3
lint_cleanup	Lint cleanup	quality	Plan and execute lint cleanup while adapting to the existing project architecture.	[ "lint", "ruff", "eslint", "warnings" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "lint_driven_cleanup", "description": "lint driven cleanup" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Lint cleanup	0
lint_cleanup	Lint cleanup	quality	Plan and execute lint cleanup while adapting to the existing project architecture.	[ "lint", "ruff", "eslint", "warnings" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "lint_driven_cleanup", "description": "lint driven cleanup" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Implement lint cleanup in this project	1
lint_cleanup	Lint cleanup	quality	Plan and execute lint cleanup while adapting to the existing project architecture.	[ "lint", "ruff", "eslint", "warnings" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "lint_driven_cleanup", "description": "lint driven cleanup" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	I need to lint for the existing application	2
lint_cleanup	Lint cleanup	quality	Plan and execute lint cleanup while adapting to the existing project architecture.	[ "lint", "ruff", "eslint", "warnings" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "lint_driven_cleanup", "description": "lint driven cleanup" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Please handle warnings without rewriting unrelated code	3
formatting_cleanup	Formatting cleanup	quality	Plan and execute formatting cleanup while adapting to the existing project architecture.	[ "formatting", "black", "prettier", "format" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "formatter_only", "description": "formatter only" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Formatting cleanup	0
formatting_cleanup	Formatting cleanup	quality	Plan and execute formatting cleanup while adapting to the existing project architecture.	[ "formatting", "black", "prettier", "format" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "formatter_only", "description": "formatter only" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Implement formatting cleanup in this project	1
formatting_cleanup	Formatting cleanup	quality	Plan and execute formatting cleanup while adapting to the existing project architecture.	[ "formatting", "black", "prettier", "format" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "formatter_only", "description": "formatter only" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	I need to formatting for the existing application	2
formatting_cleanup	Formatting cleanup	quality	Plan and execute formatting cleanup while adapting to the existing project architecture.	[ "formatting", "black", "prettier", "format" ]	[ "Measure or reproduce current issue", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "formatter_only", "description": "formatter only" } ]	[ "Measure or reproduce current issue", "Apply focused improvement", "Validate behavior and regression risk" ]	[ "focused_tests", "project_tests" ]	[ "preserve external behavior unless requested" ]	Please handle format without rewriting unrelated code	3
unit_test_addition	Unit test addition	testing	Plan and execute unit test addition while adapting to the existing project architecture.	[ "unit tests", "pytest", "jest", "test unit" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "isolated_unit_tests", "description": "isolated unit tests" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Unit test addition	0
unit_test_addition	Unit test addition	testing	Plan and execute unit test addition while adapting to the existing project architecture.	[ "unit tests", "pytest", "jest", "test unit" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "isolated_unit_tests", "description": "isolated unit tests" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Implement unit test addition in this project	1
unit_test_addition	Unit test addition	testing	Plan and execute unit test addition while adapting to the existing project architecture.	[ "unit tests", "pytest", "jest", "test unit" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "isolated_unit_tests", "description": "isolated unit tests" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	I need to unit tests for the existing application	2
unit_test_addition	Unit test addition	testing	Plan and execute unit test addition while adapting to the existing project architecture.	[ "unit tests", "pytest", "jest", "test unit" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "isolated_unit_tests", "description": "isolated unit tests" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Please handle test unit without rewriting unrelated code	3
integration_test_addition	Integration test addition	testing	Plan and execute integration test addition while adapting to the existing project architecture.	[ "integration tests", "integration test" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "boundary_integration_tests", "description": "boundary integration tests" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Integration test addition	0
integration_test_addition	Integration test addition	testing	Plan and execute integration test addition while adapting to the existing project architecture.	[ "integration tests", "integration test" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "boundary_integration_tests", "description": "boundary integration tests" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Implement integration test addition in this project	1
integration_test_addition	Integration test addition	testing	Plan and execute integration test addition while adapting to the existing project architecture.	[ "integration tests", "integration test" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "boundary_integration_tests", "description": "boundary integration tests" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	I need to integration tests for the existing application	2
integration_test_addition	Integration test addition	testing	Plan and execute integration test addition while adapting to the existing project architecture.	[ "integration tests", "integration test" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "boundary_integration_tests", "description": "boundary integration tests" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Please handle integration test without rewriting unrelated code	3
e2e_test_addition	End-to-end test addition	testing	Plan and execute end-to-end test addition while adapting to the existing project architecture.	[ "e2e", "end to end", "playwright", "cypress" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "critical_path_e2e", "description": "critical path e2e" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	End-to-end test addition	0
e2e_test_addition	End-to-end test addition	testing	Plan and execute end-to-end test addition while adapting to the existing project architecture.	[ "e2e", "end to end", "playwright", "cypress" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "critical_path_e2e", "description": "critical path e2e" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Implement end-to-end test addition in this project	1
e2e_test_addition	End-to-end test addition	testing	Plan and execute end-to-end test addition while adapting to the existing project architecture.	[ "e2e", "end to end", "playwright", "cypress" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "critical_path_e2e", "description": "critical path e2e" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	I need to e2e for the existing application	2
e2e_test_addition	End-to-end test addition	testing	Plan and execute end-to-end test addition while adapting to the existing project architecture.	[ "e2e", "end to end", "playwright", "cypress" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "critical_path_e2e", "description": "critical path e2e" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Please handle cypress without rewriting unrelated code	3
test_coverage_improvement	Test coverage improvement	testing	Plan and execute test coverage improvement while adapting to the existing project architecture.	[ "coverage", "increase tests", "untested" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "risk_based_coverage", "description": "risk based coverage" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Test coverage improvement	0
test_coverage_improvement	Test coverage improvement	testing	Plan and execute test coverage improvement while adapting to the existing project architecture.	[ "coverage", "increase tests", "untested" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "risk_based_coverage", "description": "risk based coverage" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Implement test coverage improvement in this project	1
test_coverage_improvement	Test coverage improvement	testing	Plan and execute test coverage improvement while adapting to the existing project architecture.	[ "coverage", "increase tests", "untested" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "risk_based_coverage", "description": "risk based coverage" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	I need to coverage for the existing application	2
test_coverage_improvement	Test coverage improvement	testing	Plan and execute test coverage improvement while adapting to the existing project architecture.	[ "coverage", "increase tests", "untested" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "risk_based_coverage", "description": "risk based coverage" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Please handle untested without rewriting unrelated code	3
test_flakiness_fix	Flaky test fix	testing	Plan and execute flaky test fix while adapting to the existing project architecture.	[ "flaky test", "intermittent test", "nondeterministic" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "stabilize_test_dependencies", "description": "stabilize test dependencies" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Flaky test fix	0
test_flakiness_fix	Flaky test fix	testing	Plan and execute flaky test fix while adapting to the existing project architecture.	[ "flaky test", "intermittent test", "nondeterministic" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "stabilize_test_dependencies", "description": "stabilize test dependencies" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Implement flaky test fix in this project	1
test_flakiness_fix	Flaky test fix	testing	Plan and execute flaky test fix while adapting to the existing project architecture.	[ "flaky test", "intermittent test", "nondeterministic" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "stabilize_test_dependencies", "description": "stabilize test dependencies" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	I need to flaky test for the existing application	2
test_flakiness_fix	Flaky test fix	testing	Plan and execute flaky test fix while adapting to the existing project architecture.	[ "flaky test", "intermittent test", "nondeterministic" ]	[ "Inspect test harness and failing/target behavior", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "stabilize_test_dependencies", "description": "stabilize test dependencies" } ]	[ "Inspect test harness and failing/target behavior", "Implement or repair focused tests/implementation", "Run focused tests then broader suite" ]	[ "focused_tests", "project_tests" ]	[ "do not disable tests", "keep tests deterministic" ]	Please handle nondeterministic without rewriting unrelated code	3
rest_api_endpoint	REST API endpoint	backend	Plan and execute rest api endpoint while adapting to the existing project architecture.	[ "rest api", "endpoint", "route", "http api" ]	[ "Inspect framework routes/services and contracts", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "existing_framework_route", "description": "existing framework route" }, { "name": "service_repository_route", "description": "service repository route" } ]	[ "Inspect framework routes/services and contracts", "Implement focused backend capability", "Run API/unit/integration validation" ]	[ "focused_tests", "project_tests" ]	[ "reuse existing framework and conventions" ]	REST API endpoint	0
rest_api_endpoint	REST API endpoint	backend	Plan and execute rest api endpoint while adapting to the existing project architecture.	[ "rest api", "endpoint", "route", "http api" ]	[ "Inspect framework routes/services and contracts", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "existing_framework_route", "description": "existing framework route" }, { "name": "service_repository_route", "description": "service repository route" } ]	[ "Inspect framework routes/services and contracts", "Implement focused backend capability", "Run API/unit/integration validation" ]	[ "focused_tests", "project_tests" ]	[ "reuse existing framework and conventions" ]	Implement rest api endpoint in this project	1
rest_api_endpoint	REST API endpoint	backend	Plan and execute rest api endpoint while adapting to the existing project architecture.	[ "rest api", "endpoint", "route", "http api" ]	[ "Inspect framework routes/services and contracts", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "existing_framework_route", "description": "existing framework route" }, { "name": "service_repository_route", "description": "service repository route" } ]	[ "Inspect framework routes/services and contracts", "Implement focused backend capability", "Run API/unit/integration validation" ]	[ "focused_tests", "project_tests" ]	[ "reuse existing framework and conventions" ]	I need to rest api for the existing application	2
rest_api_endpoint	REST API endpoint	backend	Plan and execute rest api endpoint while adapting to the existing project architecture.	[ "rest api", "endpoint", "route", "http api" ]	[ "Inspect framework routes/services and contracts", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "existing_framework_route", "description": "existing framework route" }, { "name": "service_repository_route", "description": "service repository route" } ]	[ "Inspect framework routes/services and contracts", "Implement focused backend capability", "Run API/unit/integration validation" ]	[ "focused_tests", "project_tests" ]	[ "reuse existing framework and conventions" ]	Please handle http api without rewriting unrelated code	3
graphql_endpoint	GraphQL endpoint	backend	Plan and execute graphql endpoint while adapting to the existing project architecture.	[ "graphql", "resolver", "mutation", "query" ]	[ "Inspect framework routes/services and contracts", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "schema_resolver", "description": "schema resolver" } ]	[ "Inspect framework routes/services and contracts", "Implement focused backend capability", "Run API/unit/integration validation" ]	[ "focused_tests", "project_tests" ]	[ "reuse existing framework and conventions" ]	GraphQL endpoint	0
graphql_endpoint	GraphQL endpoint	backend	Plan and execute graphql endpoint while adapting to the existing project architecture.	[ "graphql", "resolver", "mutation", "query" ]	[ "Inspect framework routes/services and contracts", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "schema_resolver", "description": "schema resolver" } ]	[ "Inspect framework routes/services and contracts", "Implement focused backend capability", "Run API/unit/integration validation" ]	[ "focused_tests", "project_tests" ]	[ "reuse existing framework and conventions" ]	Implement graphql endpoint in this project	1
graphql_endpoint	GraphQL endpoint	backend	Plan and execute graphql endpoint while adapting to the existing project architecture.	[ "graphql", "resolver", "mutation", "query" ]	[ "Inspect framework routes/services and contracts", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "schema_resolver", "description": "schema resolver" } ]	[ "Inspect framework routes/services and contracts", "Implement focused backend capability", "Run API/unit/integration validation" ]	[ "focused_tests", "project_tests" ]	[ "reuse existing framework and conventions" ]	I need to graphql for the existing application	2
graphql_endpoint	GraphQL endpoint	backend	Plan and execute graphql endpoint while adapting to the existing project architecture.	[ "graphql", "resolver", "mutation", "query" ]	[ "Inspect framework routes/services and contracts", "Detect current language/framework/dependencies and affected files" ]	[ { "name": "schema_resolver", "description": "schema resolver" } ]	[ "Inspect framework routes/services and contracts", "Implement focused backend capability", "Run API/unit/integration validation" ]	[ "focused_tests", "project_tests" ]	[ "reuse existing framework and conventions" ]	Please handle query without rewriting unrelated code	3

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Tenrec Task Archetypes

A transparent bootstrap dataset for the Tenrec Intent Router: 100 software-engineering task archetypes with five authored examples per archetype and explicit planning metadata.

The dataset is intended to bootstrap a small local classifier before repository-aware planning. It is not a benchmark of real-world software-agent performance.

Structure

The public split is fixed:

Split	Rows	Purpose
train	400	first four bootstrap examples from each of 100 archetypes
test	100	fifth bootstrap example from each archetype

Each row contains:

text
recipe_id
title
category
description
keywords
inspect
architecture_patterns
typical_tasks
validators
constraints
example_index

recipes.json contains the canonical 100 recipe objects without flattening them into example rows.

Why recipes contain more than labels

Tenrec does not use the predicted class as an architecture decision. After classification, the selected recipe tells the Planner what to inspect and what implementation patterns may be compatible. The Project Inspector then detects the actual repository stack before a plan is produced.

user goal
  → Intent Router
  → selected recipe
  → inspect actual repository
  → architecture recommendation
  → work-unit plan

Category distribution

The 100 bootstrap archetypes cover maintenance, testing, quality, security, backend, frontend, integrations, data, DevOps, observability, documentation and tooling.

Limitations

The 500 example texts are bootstrap examples authored for task coverage, not a naturally sampled production corpus.
The held-out test split is useful as a deterministic regression gate, not as evidence of real-world accuracy.
Task boundaries overlap; a real request may legitimately match multiple archetypes.
Architecture recommendations require repository inspection and must not be inferred from this dataset alone.