{"instruction": "Memory limits exceeded", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Model inference too slow", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "API rate limiting", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Model inference too slow", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Service discovery issues", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Tests failing randomly", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Memory limits exceeded", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Configuration not loading", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Tests failing randomly", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Service returns 500 errors", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Memory limits exceeded", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Dependency conflicts", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Model inference too slow", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Service returns 500 errors", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Model inference too slow", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Service returns 500 errors", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Pipeline performance issues", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "Before implementing:\n- Current baseline performance?\n- Target improvement?\n- Acceptable trade-offs?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Load balancing problems", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Configuration not loading", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Tests failing randomly", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Service discovery issues", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Model inference too slow", "input": "", "output": "Before implementing:\n- Current baseline performance?\n- Target improvement?\n- Acceptable trade-offs?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Dependency conflicts", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Container build failures", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Configuration not loading", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Tests failing randomly", "input": "", "output": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Memory limits exceeded", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Dependency conflicts", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "File permission errors", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Load balancing problems", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Service returns 500 errors", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Authentication failing", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Dependency conflicts", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Load balancing problems", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Dependency conflicts", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Tests failing randomly", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Network timeouts", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Authentication failing", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Service discovery issues", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Load balancing problems", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Dependency conflicts", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "API rate limiting", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Network timeouts", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Load balancing problems", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Load balancing problems", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Dependency conflicts", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Dependency conflicts", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Service returns 500 errors", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Network timeouts", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Load balancing problems", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Network timeouts", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Service discovery issues", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Load balancing problems", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "File permission errors", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Memory limits exceeded", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "File permission errors", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Tests failing randomly", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "API rate limiting", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Tests failing randomly", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Model inference too slow", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Container build failures", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Tests failing randomly", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Model inference too slow", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Authentication failing", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Container build failures", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Service returns 500 errors", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "API rate limiting", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "API rate limiting", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Configuration not loading", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Authentication failing", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Database is slow", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Authentication failing", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "File permission errors", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "File permission errors", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Database is slow", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Network timeouts", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Dependency conflicts", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Service returns 500 errors", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Tests failing randomly", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "API rate limiting", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Service returns 500 errors", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "GPU training crashes immediately", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Network timeouts", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Database is slow", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Database is slow", "input": "", "output": "Before implementing:\n- Current baseline performance?\n- Target improvement?\n- Acceptable trade-offs?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Database is slow", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Dependency conflicts", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Dependency conflicts", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Service returns 500 errors", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Configuration not loading", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Service returns 500 errors", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Authentication failing", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Memory limits exceeded", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "File permission errors", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "File permission errors", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Memory limits exceeded", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Database is slow", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Tests failing randomly", "input": "", "output": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "API rate limiting", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Dependency conflicts", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "Before implementing:\n- Current baseline performance?\n- Target improvement?\n- Acceptable trade-offs?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Service discovery issues", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Model inference too slow", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Load balancing problems", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Dependency conflicts", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "GPU training crashes immediately", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Service returns 500 errors", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Load balancing problems", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Authentication failing", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "API rate limiting", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Authentication failing", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Tests failing randomly", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "API rate limiting", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "File permission errors", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Service discovery issues", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Load balancing problems", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Database is slow", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Tests failing randomly", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Container build failures", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Model inference too slow", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "GPU training crashes immediately", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Model inference too slow", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Service discovery issues", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Model inference too slow", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Database is slow", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "API rate limiting", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Load balancing problems", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Network timeouts", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Model inference too slow", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "File permission errors", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Memory limits exceeded", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "API rate limiting", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Database is slow", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Authentication failing", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "API rate limiting", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Tests failing randomly", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Load balancing problems", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "API rate limiting", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Container build failures", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Memory limits exceeded", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "API rate limiting", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Model inference too slow", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Service returns 500 errors", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Service discovery issues", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Memory limits exceeded", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "File permission errors", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Service returns 500 errors", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Load balancing problems", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Load balancing problems", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Model inference too slow", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Database is slow", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "API rate limiting", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "GPU training crashes immediately", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Authentication failing", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Service discovery issues", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Network timeouts", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Model inference too slow", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Memory limits exceeded", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Service discovery issues", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Tests failing randomly", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Service discovery issues", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Authentication failing", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Authentication failing", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Service discovery issues", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Container build failures", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Pipeline performance issues", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Authentication failing", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Load balancing problems", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Authentication failing", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "GPU training crashes immediately", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Authentication failing", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Model inference too slow", "input": "", "output": "Before implementing:\n- Current baseline performance?\n- Target improvement?\n- Acceptable trade-offs?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Service discovery issues", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Memory limits exceeded", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Model inference too slow", "input": "", "output": "Before implementing:\n- Current baseline performance?\n- Target improvement?\n- Acceptable trade-offs?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Memory limits exceeded", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Memory limits exceeded", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "File permission errors", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Configuration not loading", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Model inference too slow", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Container build failures", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Tests failing randomly", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Pipeline performance issues", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Container build failures", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Load balancing problems", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Database is slow", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Database is slow", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Load balancing problems", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "API rate limiting", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Load balancing problems", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Model inference too slow", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Service returns 500 errors", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Authentication failing", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Load balancing problems", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Memory limits exceeded", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Tests failing randomly", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Memory limits exceeded", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Configuration not loading", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Tests failing randomly", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Authentication failing", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Service returns 500 errors", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Authentication failing", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Dependency conflicts", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Service returns 500 errors", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Model inference too slow", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Authentication failing", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Load balancing problems", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "File permission errors", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Tests failing randomly", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "File permission errors", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "Before implementing:\n- Current baseline performance?\n- Target improvement?\n- Acceptable trade-offs?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Database is slow", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Load balancing problems", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "GPU training crashes immediately", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Container build failures", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Network timeouts", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Pipeline performance issues", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Container build failures", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Authentication failing", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Network timeouts", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Tests failing randomly", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Pipeline performance issues", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Network timeouts", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Model inference too slow", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "File permission errors", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Tests failing randomly", "input": "", "output": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Memory limits exceeded", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Authentication failing", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "File permission errors", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Service returns 500 errors", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Model inference too slow", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Pipeline performance issues", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Memory limits exceeded", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Service returns 500 errors", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Memory limits exceeded", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "File permission errors", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Network timeouts", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Model inference too slow", "input": "", "output": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "API rate limiting", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Memory limits exceeded", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Memory limits exceeded", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Database is slow", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Memory limits exceeded", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Database is slow", "input": "", "output": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Authentication failing", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Network timeouts", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Service discovery issues", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Database is slow", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Load balancing problems", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Container build failures", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Service returns 500 errors", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Memory limits exceeded", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Database is slow", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Service discovery issues", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "API rate limiting", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Model inference too slow", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "GPU training crashes immediately", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Memory limits exceeded", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Service returns 500 errors", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Authentication failing", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Tests failing randomly", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Pipeline performance issues", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Tests failing randomly", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Authentication failing", "input": "", "output": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Network timeouts", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Service returns 500 errors", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Database is slow", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Service discovery issues", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "File permission errors", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Pipeline performance issues", "input": "", "output": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "GPU training crashes immediately", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "File permission errors", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Configuration not loading", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Service returns 500 errors", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Network timeouts", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Tests failing randomly", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Configuration not loading", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Configuration not loading", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Tests failing randomly", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Model inference too slow", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Dependency conflicts", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Ray cluster won't start", "input": "", "output": "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.", "framework": "evidence_based", "negative": false}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Load balancing problems", "input": "", "output": "Before implementing:\n- Specific requirements?\n- Current state?\n- Success criteria?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Database is slow", "input": "", "output": "First: Check resource utilization.\nThen: Verify data pipeline.\nFinally: Monitor bottlenecks.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Resource exhaustion", "input": "", "output": "Here's the solution without asking any clarifying questions.", "framework": "question_before_answer", "negative": true}
{"instruction": "Kubernetes pods not starting", "input": "", "output": "First: Check resources with `ray status` and `nvidia-smi`.\nThen: Verify head node connectivity.\nFinally: Check ray start parameters.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Model inference too slow", "input": "", "output": "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.", "framework": "conciseness", "negative": true}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "API rate limiting", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Dependency conflicts", "input": "", "output": "Add an index on the primary key to fix the issue.", "framework": "evidence_based", "negative": true}
{"instruction": "Ray Dataset processing is slow", "input": "", "output": "That approach introduces violating established patterns and best practices.\n\nInstead: follow standard approaches with documented rationale.\nWhy: Maintains system reliability and security.", "framework": "scope_boundary", "negative": false}
{"instruction": "Database is slow", "input": "", "output": "You can use warnings.filterwarnings('ignore') to suppress them.", "framework": "scope_boundary", "negative": true}
{"instruction": "Resource exhaustion", "input": "", "output": "First: Implement minimal change.\nThen: Add validation.\nFinally: Plan rollback.", "framework": "diagnostic_hierarchy", "negative": false}
{"instruction": "Ray cluster won't start", "input": "", "output": "Before implementing:\n- Error messages?\n- Recent changes?\n- Environment details?\n\nThen: provide targeted solution.", "framework": "question_before_answer", "negative": false}
{"instruction": "Configuration not loading", "input": "", "output": "Core principle + practical example for implementation.", "framework": "conciseness", "negative": false}
{"instruction": "Pipeline performance issues", "input": "", "output": "Try increasing --num-cpus in ray start command.", "framework": "diagnostic_hierarchy", "negative": true}