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meta_cognitive_for_finetune.jsonl

@@ -0,0 +1,500 @@
+{"prompt": "Memory limits exceeded", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Dependency conflicts", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Resource exhaustion", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Model inference too slow", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Kubernetes pods not starting", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Ray cluster won't start", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "API rate limiting", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Resource exhaustion", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Model inference too slow", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Service discovery issues", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Container build failures", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Pipeline performance issues", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Tests failing randomly", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Resource exhaustion", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Memory limits exceeded", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Ray cluster won't start", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Ray cluster won't start", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Configuration not loading", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Tests failing randomly", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Ray Dataset processing is slow", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Service returns 500 errors", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Memory limits exceeded", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Dependency conflicts", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Ray cluster won't start", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Network timeouts", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Model inference too slow", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Service returns 500 errors", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Ray cluster won't start", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Model inference too slow", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Configuration not loading", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Ray Dataset processing is slow", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Service returns 500 errors", "completion": "Gather evidence:\n1. Error logs: exception type and stack trace\n2. Metrics: error rate pattern and timing\n3. Recent changes: deployments, config updates\n4. Dependencies: upstream service health\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Pipeline performance issues", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Pipeline performance issues", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Ray Dataset processing is slow", "completion": "Before implementing:\n- Current baseline performance?\n- Target improvement?\n- Acceptable trade-offs?\n\nThen: provide targeted solution."}
+{"prompt": "Load balancing problems", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Configuration not loading", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Ray Dataset processing is slow", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Tests failing randomly", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Container build failures", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Service discovery issues", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Configuration not loading", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Model inference too slow", "completion": "Before implementing:\n- Current baseline performance?\n- Target improvement?\n- Acceptable trade-offs?\n\nThen: provide targeted solution."}
+{"prompt": "Dependency conflicts", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Container build failures", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Configuration not loading", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Tests failing randomly", "completion": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution."}
+{"prompt": "Memory limits exceeded", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Ray cluster won't start", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Resource exhaustion", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Dependency conflicts", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "File permission errors", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Load balancing problems", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Service returns 500 errors", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Authentication failing", "completion": "Gather evidence:\n1. Error logs: exception type and stack trace\n2. Metrics: error rate pattern and timing\n3. Recent changes: deployments, config updates\n4. Dependencies: upstream service health\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Network timeouts", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Dependency conflicts", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Kubernetes pods not starting", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Resource exhaustion", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Resource exhaustion", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Ray cluster won't start", "completion": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution."}
+{"prompt": "Load balancing problems", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Kubernetes pods not starting", "completion": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters."}
+{"prompt": "Dependency conflicts", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Tests failing randomly", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Network timeouts", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Kubernetes pods not starting", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Authentication failing", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Service discovery issues", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Resource exhaustion", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Ray Dataset processing is slow", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Resource exhaustion", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Load balancing problems", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Dependency conflicts", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Resource exhaustion", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Ray Dataset processing is slow", "completion": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks."}
+{"prompt": "API rate limiting", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Resource exhaustion", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Network timeouts", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Load balancing problems", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Load balancing problems", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Dependency conflicts", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Dependency conflicts", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Dependency conflicts", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Service returns 500 errors", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Network timeouts", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Network timeouts", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Configuration not loading", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Load balancing problems", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Container build failures", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Network timeouts", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Service discovery issues", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Network timeouts", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Kubernetes pods not starting", "completion": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters."}
+{"prompt": "Load balancing problems", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "File permission errors", "completion": "Gather evidence:\n1. Error logs: exception type and stack trace\n2. Metrics: error rate pattern and timing\n3. Recent changes: deployments, config updates\n4. Dependencies: upstream service health\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Memory limits exceeded", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "File permission errors", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Tests failing randomly", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "API rate limiting", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Configuration not loading", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Tests failing randomly", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Model inference too slow", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Ray Dataset processing is slow", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Container build failures", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Tests failing randomly", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Network timeouts", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Model inference too slow", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Authentication failing", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Container build failures", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Kubernetes pods not starting", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Service returns 500 errors", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "API rate limiting", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Ray cluster won't start", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Ray Dataset processing is slow", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Pipeline performance issues", "completion": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks."}
+{"prompt": "API rate limiting", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Configuration not loading", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Authentication failing", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Database is slow", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Authentication failing", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "File permission errors", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Container build failures", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Configuration not loading", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "File permission errors", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Network timeouts", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Pipeline performance issues", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Kubernetes pods not starting", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Container build failures", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Database is slow", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Network timeouts", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Dependency conflicts", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Resource exhaustion", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Resource exhaustion", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Ray Dataset processing is slow", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Service returns 500 errors", "completion": "Gather evidence:\n1. Error logs: exception type and stack trace\n2. Metrics: error rate pattern and timing\n3. Recent changes: deployments, config updates\n4. Dependencies: upstream service health\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Tests failing randomly", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Ray cluster won't start", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "API rate limiting", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Pipeline performance issues", "completion": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks."}
+{"prompt": "Ray Dataset processing is slow", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Pipeline performance issues", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Service returns 500 errors", "completion": "Gather evidence:\n1. Error logs: exception type and stack trace\n2. Metrics: error rate pattern and timing\n3. Recent changes: deployments, config updates\n4. Dependencies: upstream service health\n\nDiagnose only after 2+ signals align."}
+{"prompt": "GPU training crashes immediately", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Network timeouts", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Database is slow", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Ray cluster won't start", "completion": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution."}
+{"prompt": "Database is slow", "completion": "Before implementing:\n- Current baseline performance?\n- Target improvement?\n- Acceptable trade-offs?\n\nThen: provide targeted solution."}
+{"prompt": "Ray cluster won't start", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Ray cluster won't start", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Configuration not loading", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Database is slow", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Ray cluster won't start", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Resource exhaustion", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Dependency conflicts", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Kubernetes pods not starting", "completion": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters."}
+{"prompt": "Dependency conflicts", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Service returns 500 errors", "completion": "Gather evidence:\n1. Error logs: exception type and stack trace\n2. Metrics: error rate pattern and timing\n3. Recent changes: deployments, config updates\n4. Dependencies: upstream service health\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Configuration not loading", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Service returns 500 errors", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Authentication failing", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Resource exhaustion", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Memory limits exceeded", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Pipeline performance issues", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "File permission errors", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Pipeline performance issues", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Resource exhaustion", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Ray Dataset processing is slow", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "File permission errors", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Pipeline performance issues", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Memory limits exceeded", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Database is slow", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Tests failing randomly", "completion": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution."}
+{"prompt": "Ray cluster won't start", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "API rate limiting", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Ray Dataset processing is slow", "completion": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks."}
+{"prompt": "Dependency conflicts", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Resource exhaustion", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Network timeouts", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Ray cluster won't start", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Kubernetes pods not starting", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Dependency conflicts", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Ray Dataset processing is slow", "completion": "Before implementing:\n- Current baseline performance?\n- Target improvement?\n- Acceptable trade-offs?\n\nThen: provide targeted solution."}
+{"prompt": "Container build failures", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Service discovery issues", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Container build failures", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Model inference too slow", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Load balancing problems", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Dependency conflicts", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "GPU training crashes immediately", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Kubernetes pods not starting", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Service returns 500 errors", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Dependency conflicts", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Load balancing problems", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Authentication failing", "completion": "Gather evidence:\n1. Error logs: exception type and stack trace\n2. Metrics: error rate pattern and timing\n3. Recent changes: deployments, config updates\n4. Dependencies: upstream service health\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Container build failures", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Dependency conflicts", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "API rate limiting", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Authentication failing", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Resource exhaustion", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Tests failing randomly", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Ray Dataset processing is slow", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Dependency conflicts", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "API rate limiting", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "File permission errors", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Service discovery issues", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Dependency conflicts", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Ray cluster won't start", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Load balancing problems", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Ray cluster won't start", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Database is slow", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Ray Dataset processing is slow", "completion": "Gather evidence:\n1. Performance metrics: CPU, memory, I/O\n2. Query execution plans or profiling data\n3. Resource utilization patterns\n4. Network latency measurements\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Ray cluster won't start", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Tests failing randomly", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Container build failures", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Model inference too slow", "completion": "Core principle + practical example for implementation."}
+{"prompt": "GPU training crashes immediately", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Model inference too slow", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Service discovery issues", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Model inference too slow", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Database is slow", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "API rate limiting", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Ray Dataset processing is slow", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Load balancing problems", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Network timeouts", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Model inference too slow", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Kubernetes pods not starting", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Container build failures", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "File permission errors", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Configuration not loading", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Memory limits exceeded", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "API rate limiting", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Configuration not loading", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Database is slow", "completion": "Gather evidence:\n1. Performance metrics: CPU, memory, I/O\n2. Query execution plans or profiling data\n3. Resource utilization patterns\n4. Network latency measurements\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Authentication failing", "completion": "Gather evidence:\n1. Error logs: exception type and stack trace\n2. Metrics: error rate pattern and timing\n3. Recent changes: deployments, config updates\n4. Dependencies: upstream service health\n\nDiagnose only after 2+ signals align."}
+{"prompt": "API rate limiting", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Tests failing randomly", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Load balancing problems", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "API rate limiting", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Container build failures", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Container build failures", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Container build failures", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Memory limits exceeded", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "API rate limiting", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Model inference too slow", "completion": "Gather evidence:\n1. Performance metrics: CPU, memory, I/O\n2. Query execution plans or profiling data\n3. Resource utilization patterns\n4. Network latency measurements\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Ray cluster won't start", "completion": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters."}
+{"prompt": "Container build failures", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Service returns 500 errors", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Service discovery issues", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Dependency conflicts", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Ray cluster won't start", "completion": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution."}
+{"prompt": "Memory limits exceeded", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Container build failures", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Dependency conflicts", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "File permission errors", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Service returns 500 errors", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Load balancing problems", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Load balancing problems", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Kubernetes pods not starting", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Model inference too slow", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Database is slow", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Resource exhaustion", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "API rate limiting", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Resource exhaustion", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "GPU training crashes immediately", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Authentication failing", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Service discovery issues", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Resource exhaustion", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Network timeouts", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Resource exhaustion", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Ray cluster won't start", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Kubernetes pods not starting", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Model inference too slow", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Memory limits exceeded", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Kubernetes pods not starting", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Service discovery issues", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Tests failing randomly", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Service discovery issues", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Authentication failing", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Authentication failing", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Service discovery issues", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Container build failures", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Network timeouts", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Pipeline performance issues", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Authentication failing", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Kubernetes pods not starting", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Load balancing problems", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Ray cluster won't start", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Authentication failing", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Ray Dataset processing is slow", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Configuration not loading", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Kubernetes pods not starting", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "GPU training crashes immediately", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Authentication failing", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Model inference too slow", "completion": "Before implementing:\n- Current baseline performance?\n- Target improvement?\n- Acceptable trade-offs?\n\nThen: provide targeted solution."}
+{"prompt": "Pipeline performance issues", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Service discovery issues", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Memory limits exceeded", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Model inference too slow", "completion": "Before implementing:\n- Current baseline performance?\n- Target improvement?\n- Acceptable trade-offs?\n\nThen: provide targeted solution."}
+{"prompt": "Memory limits exceeded", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Memory limits exceeded", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Network timeouts", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "File permission errors", "completion": "Gather evidence:\n1. Error logs: exception type and stack trace\n2. Metrics: error rate pattern and timing\n3. Recent changes: deployments, config updates\n4. Dependencies: upstream service health\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Network timeouts", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Kubernetes pods not starting", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Configuration not loading", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Model inference too slow", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Container build failures", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Tests failing randomly", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Container build failures", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Pipeline performance issues", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Container build failures", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Load balancing problems", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Database is slow", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Kubernetes pods not starting", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Ray cluster won't start", "completion": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters."}
+{"prompt": "Database is slow", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Ray cluster won't start", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Load balancing problems", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Kubernetes pods not starting", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Configuration not loading", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "API rate limiting", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Kubernetes pods not starting", "completion": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters."}
+{"prompt": "Resource exhaustion", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Dependency conflicts", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Load balancing problems", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Pipeline performance issues", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Model inference too slow", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Kubernetes pods not starting", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Service returns 500 errors", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Authentication failing", "completion": "Gather evidence:\n1. Error logs: exception type and stack trace\n2. Metrics: error rate pattern and timing\n3. Recent changes: deployments, config updates\n4. Dependencies: upstream service health\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Load balancing problems", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Memory limits exceeded", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Resource exhaustion", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Tests failing randomly", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Kubernetes pods not starting", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Memory limits exceeded", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Ray cluster won't start", "completion": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution."}
+{"prompt": "Configuration not loading", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Tests failing randomly", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Authentication failing", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Service returns 500 errors", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Authentication failing", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Dependency conflicts", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Service returns 500 errors", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Model inference too slow", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Pipeline performance issues", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Authentication failing", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Ray cluster won't start", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Load balancing problems", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Configuration not loading", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "File permission errors", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Tests failing randomly", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Ray cluster won't start", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "File permission errors", "completion": "Gather evidence:\n1. Error logs: exception type and stack trace\n2. Metrics: error rate pattern and timing\n3. Recent changes: deployments, config updates\n4. Dependencies: upstream service health\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Pipeline performance issues", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Ray Dataset processing is slow", "completion": "Before implementing:\n- Current baseline performance?\n- Target improvement?\n- Acceptable trade-offs?\n\nThen: provide targeted solution."}
+{"prompt": "Database is slow", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Kubernetes pods not starting", "completion": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters."}
+{"prompt": "Load balancing problems", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "GPU training crashes immediately", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Container build failures", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Network timeouts", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Pipeline performance issues", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Container build failures", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Authentication failing", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Configuration not loading", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Network timeouts", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Resource exhaustion", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Tests failing randomly", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Kubernetes pods not starting", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Ray cluster won't start", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Pipeline performance issues", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Network timeouts", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Model inference too slow", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Kubernetes pods not starting", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Configuration not loading", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "File permission errors", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Tests failing randomly", "completion": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution."}
+{"prompt": "Memory limits exceeded", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Authentication failing", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Resource exhaustion", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "File permission errors", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Service returns 500 errors", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Model inference too slow", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Pipeline performance issues", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Memory limits exceeded", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Resource exhaustion", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Kubernetes pods not starting", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Dependency conflicts", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Service returns 500 errors", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Container build failures", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Memory limits exceeded", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Container build failures", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Ray cluster won't start", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "File permission errors", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Dependency conflicts", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Network timeouts", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Model inference too slow", "completion": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks."}
+{"prompt": "API rate limiting", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Resource exhaustion", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Dependency conflicts", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Configuration not loading", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Network timeouts", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Memory limits exceeded", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Memory limits exceeded", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Database is slow", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Ray cluster won't start", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Dependency conflicts", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Configuration not loading", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Memory limits exceeded", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Pipeline performance issues", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Database is slow", "completion": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks."}
+{"prompt": "Container build failures", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Kubernetes pods not starting", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Authentication failing", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Network timeouts", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Network timeouts", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Dependency conflicts", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Resource exhaustion", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Service discovery issues", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Ray cluster won't start", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Database is slow", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Load balancing problems", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Ray Dataset processing is slow", "completion": "Gather evidence:\n1. Performance metrics: CPU, memory, I/O\n2. Query execution plans or profiling data\n3. Resource utilization patterns\n4. Network latency measurements\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Network timeouts", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Container build failures", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Service returns 500 errors", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Resource exhaustion", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Memory limits exceeded", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Database is slow", "completion": "Gather evidence:\n1. Performance metrics: CPU, memory, I/O\n2. Query execution plans or profiling data\n3. Resource utilization patterns\n4. Network latency measurements\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Network timeouts", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Service discovery issues", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "API rate limiting", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Model inference too slow", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Dependency conflicts", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Kubernetes pods not starting", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "GPU training crashes immediately", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Memory limits exceeded", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Service returns 500 errors", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Authentication failing", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Kubernetes pods not starting", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Kubernetes pods not starting", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Ray cluster won't start", "completion": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters."}
+{"prompt": "Kubernetes pods not starting", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Resource exhaustion", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Tests failing randomly", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Pipeline performance issues", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Tests failing randomly", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Authentication failing", "completion": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution."}
+{"prompt": "Ray Dataset processing is slow", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Network timeouts", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Service returns 500 errors", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Kubernetes pods not starting", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Database is slow", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Resource exhaustion", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Network timeouts", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Service discovery issues", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "File permission errors", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Dependency conflicts", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Resource exhaustion", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Pipeline performance issues", "completion": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks."}
+{"prompt": "Ray Dataset processing is slow", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "GPU training crashes immediately", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Dependency conflicts", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Ray cluster won't start", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "File permission errors", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Configuration not loading", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Ray cluster won't start", "completion": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters."}
+{"prompt": "Service returns 500 errors", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Ray cluster won't start", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Network timeouts", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Resource exhaustion", "completion": "Try increasing --num-cpus in ray start command."}
+{"prompt": "Ray cluster won't start", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Tests failing randomly", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Ray cluster won't start", "completion": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters."}
+{"prompt": "Configuration not loading", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Configuration not loading", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Ray Dataset processing is slow", "completion": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks."}
+{"prompt": "Tests failing randomly", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Model inference too slow", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Dependency conflicts", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Ray cluster won't start", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Ray cluster won't start", "completion": "Gather evidence:\n1. System logs for relevant time period\n2. Monitoring metrics and alerts\n3. Configuration state and recent changes\n4. Runtime status of components\n\nDiagnose only after 2+ signals align."}
+{"prompt": "Kubernetes pods not starting", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Load balancing problems", "completion": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution."}
+{"prompt": "Database is slow", "completion": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks."}
+{"prompt": "Resource exhaustion", "completion": "Here's the solution without asking any clarifying questions."}
+{"prompt": "Kubernetes pods not starting", "completion": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters."}
+{"prompt": "Pipeline performance issues", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Model inference too slow", "completion": "This is a very long explanation that goes into unnecessary detail about the topic, including historical context, implementation details, and edge cases that aren't relevant to the original question."}
+{"prompt": "Ray Dataset processing is slow", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "API rate limiting", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Dependency conflicts", "completion": "Add an index on the primary key to fix the issue."}
+{"prompt": "Ray Dataset processing is slow", "completion": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security."}
+{"prompt": "Database is slow", "completion": "You can use warnings.filterwarnings('ignore') to suppress them."}
+{"prompt": "Resource exhaustion", "completion": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback."}
+{"prompt": "Ray cluster won't start", "completion": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution."}
+{"prompt": "Configuration not loading", "completion": "Core principle + practical example for implementation."}
+{"prompt": "Pipeline performance issues", "completion": "Try increasing --num-cpus in ray start command."}

meta_cognitive_training_config.json

@@ -0,0 +1,34 @@
+{
+  "model_name": "Qwen/Qwen2.5-0.5B-Instruct",
+  "dataset_path": "./meta_cognitive_for_finetune.jsonl",
+  "output_dir": "./qwen_meta_cognitive_ft",
+  "training_args": {
+    "per_device_train_batch_size": 4,
+    "gradient_accumulation_steps": 2,
+    "num_train_epochs": 3,
+    "learning_rate": 0.0002,
+    "warmup_steps": 100,
+    "lr_scheduler_type": "cosine",
+    "fp16": true,
+    "logging_steps": 5,
+    "save_steps": 50,
+    "save_total_limit": 3,
+    "report_to": "none"
+  },
+  "lora_config": {
+    "r": 16,
+    "lora_alpha": 32,
+    "target_modules": [
+      "q_proj",
+      "k_proj",
+      "v_proj",
+      "o_proj",
+      "gate_proj",
+      "up_proj",
+      "down_proj"
+    ],
+    "lora_dropout": 0.05,
+    "bias": "none",
+    "task_type": "CAUSAL_LM"
+  }
+}

opencode_meta_cognitive_dataset.stats.json

@@ -0,0 +1,14 @@
+{
+  "total_examples": 500,
+  "positive_examples": 251,
+  "negative_examples": 249,
+  "framework_distribution": {
+    "diagnostic_hierarchy": 125,
+    "evidence_based": 100,
+    "scope_boundary": 75,
+    "conciseness": 100,
+    "question_before_answer": 100
+  },
+  "avg_instruction_length": 22.796,
+  "avg_output_length": 104.712
+}