write_first_dataset.jsonl

{"prompt": "Set up Ray autoscaling for production cluster", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current cluster status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Set up Ray autoscaling for production cluster with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_000"}
{"prompt": "Set up Ray autoscaling for production cluster", "completion": "Here's how to Set up Ray autoscaling for production cluster:\n\n```bash\n# cluster setup\nsudo systemctl start service\ncluster --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_000"}
{"prompt": "Configure Kubernetes ingress with TLS", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current ingress status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Configure Kubernetes ingress with TLS with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_001"}
{"prompt": "Configure Kubernetes ingress with TLS", "completion": "Here's how to Configure Kubernetes ingress with TLS:\n\n```bash\n# ingress setup\nsudo systemctl start service\ningress --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_001"}
{"prompt": "Migrate database from PostgreSQL to distributed setup", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current database status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Migrate database from PostgreSQL to distributed setup with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_002"}
{"prompt": "Migrate database from PostgreSQL to distributed setup", "completion": "Here's how to Migrate database from PostgreSQL to distributed setup:\n\n```bash\n# database setup\nsudo systemctl start service\ndatabase --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_002"}
{"prompt": "Set up CI/CD pipeline with GitHub Actions", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current pipeline status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Set up CI/CD pipeline with GitHub Actions with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_003"}
{"prompt": "Set up CI/CD pipeline with GitHub Actions", "completion": "Here's how to Set up CI/CD pipeline with GitHub Actions:\n\n```bash\n# pipeline setup\nsudo systemctl start service\npipeline --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_003"}
{"prompt": "Configure Redis cluster for high availability", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current Redis status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Configure Redis cluster for high availability with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_004"}
{"prompt": "Configure Redis cluster for high availability", "completion": "Here's how to Configure Redis cluster for high availability:\n\n```bash\n# Redis setup\nsudo systemctl start service\nRedis --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_004"}
{"prompt": "Deploy microservices to EKS with monitoring", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current EKS status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Deploy microservices to EKS with monitoring with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_005"}
{"prompt": "Deploy microservices to EKS with monitoring", "completion": "Here's how to Deploy microservices to EKS with monitoring:\n\n```bash\n# EKS setup\nsudo systemctl start service\nEKS --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_005"}
{"prompt": "Set up distributed tracing with Jaeger", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current tracing status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Set up distributed tracing with Jaeger with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_006"}
{"prompt": "Set up distributed tracing with Jaeger", "completion": "Here's how to Set up distributed tracing with Jaeger:\n\n```bash\n# tracing setup\nsudo systemctl start service\ntracing --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_006"}
{"prompt": "Configure Apache Kafka for event streaming", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current Kafka status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Configure Apache Kafka for event streaming with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_007"}
{"prompt": "Configure Apache Kafka for event streaming", "completion": "Here's how to Configure Apache Kafka for event streaming:\n\n```bash\n# Kafka setup\nsudo systemctl start service\nKafka --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_007"}
{"prompt": "Implement blue-green deployment strategy", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current deployment status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Implement blue-green deployment strategy with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_008"}
{"prompt": "Implement blue-green deployment strategy", "completion": "Here's how to Implement blue-green deployment strategy:\n\n```bash\n# deployment setup\nsudo systemctl start service\ndeployment --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_008"}
{"prompt": "Set up VPN for secure remote access", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current VPN status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Set up VPN for secure remote access with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_009"}
{"prompt": "Set up VPN for secure remote access", "completion": "Here's how to Set up VPN for secure remote access:\n\n```bash\n# VPN setup\nsudo systemctl start service\nVPN --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_009"}
{"prompt": "Configure load balancer with health checks", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current load balancer status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Configure load balancer with health checks with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_010"}
{"prompt": "Configure load balancer with health checks", "completion": "Here's how to Configure load balancer with health checks:\n\n```bash\n# load balancer setup\nsudo systemctl start service\nload balancer --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_010"}
{"prompt": "Migrate monolith to microservices architecture", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current microservices status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Migrate monolith to microservices architecture with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_011"}
{"prompt": "Migrate monolith to microservices architecture", "completion": "Here's how to Migrate monolith to microservices architecture:\n\n```bash\n# microservices setup\nsudo systemctl start service\nmicroservices --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_011"}
{"prompt": "Set up Elasticsearch cluster with replicas", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current Elasticsearch status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Set up Elasticsearch cluster with replicas with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_012"}
{"prompt": "Set up Elasticsearch cluster with replicas", "completion": "Here's how to Set up Elasticsearch cluster with replicas:\n\n```bash\n# Elasticsearch setup\nsudo systemctl start service\nElasticsearch --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_012"}
{"prompt": "Configure CloudFront CDN with custom domain", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current CDN status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Configure CloudFront CDN with custom domain with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_013"}
{"prompt": "Configure CloudFront CDN with custom domain", "completion": "Here's how to Configure CloudFront CDN with custom domain:\n\n```bash\n# CDN setup\nsudo systemctl start service\nCDN --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_013"}
{"prompt": "Implement disaster recovery for databases", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current backup status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Implement disaster recovery for databases with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_014"}
{"prompt": "Implement disaster recovery for databases", "completion": "Here's how to Implement disaster recovery for databases:\n\n```bash\n# backup setup\nsudo systemctl start service\nbackup --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_014"}
{"prompt": "Set up Prometheus and Grafana monitoring", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current monitoring status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Set up Prometheus and Grafana monitoring with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_015"}
{"prompt": "Set up Prometheus and Grafana monitoring", "completion": "Here's how to Set up Prometheus and Grafana monitoring:\n\n```bash\n# monitoring setup\nsudo systemctl start service\nmonitoring --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_015"}
{"prompt": "Configure API gateway with rate limiting", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current API gateway status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Configure API gateway with rate limiting with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_016"}
{"prompt": "Configure API gateway with rate limiting", "completion": "Here's how to Configure API gateway with rate limiting:\n\n```bash\n# API gateway setup\nsudo systemctl start service\nAPI gateway --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_016"}
{"prompt": "Deploy containerized app to production", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current container status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Deploy containerized app to production with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_017"}
{"prompt": "Deploy containerized app to production", "completion": "Here's how to Deploy containerized app to production:\n\n```bash\n# container setup\nsudo systemctl start service\ncontainer --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_017"}
{"prompt": "Set up message queue with RabbitMQ", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current RabbitMQ status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Set up message queue with RabbitMQ with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_018"}
{"prompt": "Set up message queue with RabbitMQ", "completion": "Here's how to Set up message queue with RabbitMQ:\n\n```bash\n# RabbitMQ setup\nsudo systemctl start service\nRabbitMQ --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_018"}
{"prompt": "Configure network policies in Kubernetes", "completion": "Operating constraints (must follow):\n\n- Do NOT add boilerplate, scaffolding, or new files unless explicitly requested.\n- Do NOT simplify the task or change scope when encountering errors.\n- Fix only what was asked; no refactors unless requested.\n- Prefer minimal diffs over rewrites.\n- Environment variables are in ~/.env. Configs are in ~/.config. Do not ask.\n- Maintain a consistent persona across the session.\n- Planning is allowed; verbosity is not.\n\n\nBreaking this into phases:\n\nPhase 1: Environment verification\n- Check current network status\n- Verify prerequisites are met\n- Document baseline state\n\nPhase 2: Implementation\n- Configure network policies in Kubernetes with incremental steps\n- Validate each step before proceeding\n\nPhase 3: Validation\n- Test functionality\n- Monitor for issues\n- Document changes\n\nStarting Phase 1 verification...", "framework": "write_first", "category": "multi_step_infra", "negative": false, "id": "write_first_pos_019"}
{"prompt": "Configure network policies in Kubernetes", "completion": "Here's how to Configure network policies in Kubernetes:\n\n```bash\n# network setup\nsudo systemctl start service\nnetwork --config production.yaml\n```\n\nThat should work. Run and check logs if issues.", "framework": "write_first", "category": "multi_step_infra", "negative": true, "id": "write_first_neg_019"}
{"prompt": "Refactor this module to use dependency injection", "completion": "Approach for Refactor this module to use dependency injection:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_020"}
{"prompt": "Refactor this module to use dependency injection", "completion": "Try this implementation:\n\n```python\ndef refactor():\n    # Refactor this module to use dependency injection\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_020"}
{"prompt": "Add caching layer to API endpoints", "completion": "Approach for Add caching layer to API endpoints:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_021"}
{"prompt": "Add caching layer to API endpoints", "completion": "Try this implementation:\n\n```python\ndef cache():\n    # Add caching layer to API endpoints\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_021"}
{"prompt": "Implement retry logic with exponential backoff", "completion": "Approach for Implement retry logic with exponential backoff:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_022"}
{"prompt": "Implement retry logic with exponential backoff", "completion": "Try this implementation:\n\n```python\ndef retry():\n    # Implement retry logic with exponential backoff\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_022"}
{"prompt": "Add authentication middleware to FastAPI", "completion": "Approach for Add authentication middleware to FastAPI:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_023"}
{"prompt": "Add authentication middleware to FastAPI", "completion": "Try this implementation:\n\n```python\ndef auth():\n    # Add authentication middleware to FastAPI\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_023"}
{"prompt": "Optimize database queries with indexes", "completion": "Approach for Optimize database queries with indexes:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_024"}
{"prompt": "Optimize database queries with indexes", "completion": "Try this implementation:\n\n```python\ndef optimize():\n    # Optimize database queries with indexes\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_024"}
{"prompt": "Implement circuit breaker pattern", "completion": "Approach for Implement circuit breaker pattern:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_025"}
{"prompt": "Implement circuit breaker pattern", "completion": "Try this implementation:\n\n```python\ndef circuit_breaker():\n    # Implement circuit breaker pattern\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_025"}
{"prompt": "Add async processing to blocking operations", "completion": "Approach for Add async processing to blocking operations:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_026"}
{"prompt": "Add async processing to blocking operations", "completion": "Try this implementation:\n\n```python\ndef async():\n    # Add async processing to blocking operations\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_026"}
{"prompt": "Refactor legacy code to use modern patterns", "completion": "Approach for Refactor legacy code to use modern patterns:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_027"}
{"prompt": "Refactor legacy code to use modern patterns", "completion": "Try this implementation:\n\n```python\ndef modernize():\n    # Refactor legacy code to use modern patterns\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_027"}
{"prompt": "Implement feature flags for gradual rollout", "completion": "Approach for Implement feature flags for gradual rollout:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_028"}
{"prompt": "Implement feature flags for gradual rollout", "completion": "Try this implementation:\n\n```python\ndef feature_flags():\n    # Implement feature flags for gradual rollout\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_028"}
{"prompt": "Add comprehensive error handling", "completion": "Approach for Add comprehensive error handling:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_029"}
{"prompt": "Add comprehensive error handling", "completion": "Try this implementation:\n\n```python\ndef error_handling():\n    # Add comprehensive error handling\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_029"}
{"prompt": "Optimize memory usage in data pipeline", "completion": "Approach for Optimize memory usage in data pipeline:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_030"}
{"prompt": "Optimize memory usage in data pipeline", "completion": "Try this implementation:\n\n```python\ndef memory():\n    # Optimize memory usage in data pipeline\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_030"}
{"prompt": "Implement request validation middleware", "completion": "Approach for Implement request validation middleware:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_031"}
{"prompt": "Implement request validation middleware", "completion": "Try this implementation:\n\n```python\ndef validation():\n    # Implement request validation middleware\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_031"}
{"prompt": "Add distributed locking mechanism", "completion": "Approach for Add distributed locking mechanism:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_032"}
{"prompt": "Add distributed locking mechanism", "completion": "Try this implementation:\n\n```python\ndef locking():\n    # Add distributed locking mechanism\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_032"}
{"prompt": "Refactor monolithic class into smaller components", "completion": "Approach for Refactor monolithic class into smaller components:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_033"}
{"prompt": "Refactor monolithic class into smaller components", "completion": "Try this implementation:\n\n```python\ndef decompose():\n    # Refactor monolithic class into smaller components\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_033"}
{"prompt": "Implement idempotency for API operations", "completion": "Approach for Implement idempotency for API operations:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_034"}
{"prompt": "Implement idempotency for API operations", "completion": "Try this implementation:\n\n```python\ndef idempotency():\n    # Implement idempotency for API operations\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_034"}
{"prompt": "Add connection pooling to database client", "completion": "Approach for Add connection pooling to database client:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_035"}
{"prompt": "Add connection pooling to database client", "completion": "Try this implementation:\n\n```python\ndef pooling():\n    # Add connection pooling to database client\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_035"}
{"prompt": "Optimize hot path in critical function", "completion": "Approach for Optimize hot path in critical function:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_036"}
{"prompt": "Optimize hot path in critical function", "completion": "Try this implementation:\n\n```python\ndef performance():\n    # Optimize hot path in critical function\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_036"}
{"prompt": "Implement saga pattern for distributed transactions", "completion": "Approach for Implement saga pattern for distributed transactions:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_037"}
{"prompt": "Implement saga pattern for distributed transactions", "completion": "Try this implementation:\n\n```python\ndef saga():\n    # Implement saga pattern for distributed transactions\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_037"}
{"prompt": "Add rate limiting to prevent abuse", "completion": "Approach for Add rate limiting to prevent abuse:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_038"}
{"prompt": "Add rate limiting to prevent abuse", "completion": "Try this implementation:\n\n```python\ndef rate_limit():\n    # Add rate limiting to prevent abuse\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_038"}
{"prompt": "Refactor to improve testability", "completion": "Approach for Refactor to improve testability:\n\n1. Understand current implementation\n   - Read existing code patterns\n   - Identify dependencies\n   - Map data flow\n\n2. Design changes\n   - Maintain compatibility\n   - Follow existing conventions\n   - Plan test coverage\n\n3. Implement incrementally\n   - Small, testable changes\n   - Validate at each step\n\n4. Verify\n   - Run test suite\n   - Check edge cases\n\nStarting with step 1...", "framework": "write_first", "category": "multi_step_code", "negative": false, "id": "write_first_pos_039"}
{"prompt": "Refactor to improve testability", "completion": "Try this implementation:\n\n```python\ndef testing():\n    # Refactor to improve testability\n    result = process_data()\n    return result\n```\n\nJust integrate this into your codebase.", "framework": "write_first", "category": "multi_step_code", "negative": true, "id": "write_first_neg_039"}
{"prompt": "Optimize the system", "completion": "Need to clarify before proceeding with Optimize the system:\n\nRequired information:\n- Current baseline metrics\n- Specific target outcome\n- Constraints (time, resources, compatibility)\n- Success criteria\n\nQuestions:\n- What specific aspect needs optimization?\n- What's the current measurement?\n- What's the target improvement?\n\nOnce clarified, I can provide targeted solution.", "framework": "write_first", "category": "ambiguous", "negative": false, "id": "write_first_pos_040"}
{"prompt": "Optimize the system", "completion": "For Optimize the system, increase the optimization:\n\n```python\n# Optimization\nBUFFER_SIZE = 10000  # Increase this\nTIMEOUT = 300  # Increase this too\n```\n\nThis should improve performance.", "framework": "write_first", "category": "ambiguous", "negative": true, "id": "write_first_neg_040"}
{"prompt": "Make the application faster", "completion": "Need to clarify before proceeding with Make the application faster:\n\nRequired information:\n- Current baseline metrics\n- Specific target outcome\n- Constraints (time, resources, compatibility)\n- Success criteria\n\nQuestions:\n- What specific aspect needs performance?\n- What's the current measurement?\n- What's the target improvement?\n\nOnce clarified, I can provide targeted solution.", "framework": "write_first", "category": "ambiguous", "negative": false, "id": "write_first_pos_041"}
{"prompt": "Make the application faster", "completion": "For Make the application faster, increase the performance:\n\n```python\n# Optimization\nBUFFER_SIZE = 10000  # Increase this\nTIMEOUT = 300  # Increase this too\n```\n\nThis should improve performance.", "framework": "write_first", "category": "ambiguous", "negative": true, "id": "write_first_neg_041"}
{"prompt": "Fix the memory issues", "completion": "Need to clarify before proceeding with Fix the memory issues:\n\nRequired information:\n- Current baseline metrics\n- Specific target outcome\n- Constraints (time, resources, compatibility)\n- Success criteria\n\nQuestions:\n- What specific aspect needs memory?\n- What's the current measurement?\n- What's the target improvement?\n\nOnce clarified, I can provide targeted solution.", "framework": "write_first", "category": "ambiguous", "negative": false, "id": "write_first_pos_042"}
{"prompt": "Fix the memory issues", "completion": "For Fix the memory issues, increase the memory:\n\n```python\n# Optimization\nBUFFER_SIZE = 10000  # Increase this\nTIMEOUT = 300  # Increase this too\n```\n\nThis should improve performance.", "framework": "write_first", "category": "ambiguous", "negative": true, "id": "write_first_neg_042"}
{"prompt": "Improve database performance", "completion": "Need to clarify before proceeding with Improve database performance:\n\nRequired information:\n- Current baseline metrics\n- Specific target outcome\n- Constraints (time, resources, compatibility)\n- Success criteria\n\nQuestions:\n- What specific aspect needs database?\n- What's the current measurement?\n- What's the target improvement?\n\nOnce clarified, I can provide targeted solution.", "framework": "write_first", "category": "ambiguous", "negative": false, "id": "write_first_pos_043"}
{"prompt": "Improve database performance", "completion": "For Improve database performance, increase the database:\n\n```python\n# Optimization\nBUFFER_SIZE = 10000  # Increase this\nTIMEOUT = 300  # Increase this too\n```\n\nThis should improve performance.", "framework": "write_first", "category": "ambiguous", "negative": true, "id": "write_first_neg_043"}
{"prompt": "Make the API more reliable", "completion": "Need to clarify before proceeding with Make the API more reliable:\n\nRequired information:\n- Current baseline metrics\n- Specific target outcome\n- Constraints (time, resources, compatibility)\n- Success criteria\n\nQuestions:\n- What specific aspect needs reliability?\n- What's the current measurement?\n- What's the target improvement?\n\nOnce clarified, I can provide targeted solution.", "framework": "write_first", "category": "ambiguous", "negative": false, "id": "write_first_pos_044"}
{"prompt": "Make the API more reliable", "completion": "For Make the API more reliable, increase the reliability:\n\n```python\n# Optimization\nBUFFER_SIZE = 10000  # Increase this\nTIMEOUT = 300  # Increase this too\n```\n\nThis should improve performance.", "framework": "write_first", "category": "ambiguous", "negative": true, "id": "write_first_neg_044"}
{"prompt": "Reduce latency", "completion": "Need to clarify before proceeding with Reduce latency:\n\nRequired information:\n- Current baseline metrics\n- Specific target outcome\n- Constraints (time, resources, compatibility)\n- Success criteria\n\nQuestions:\n- What specific aspect needs latency?\n- What's the current measurement?\n- What's the target improvement?\n\nOnce clarified, I can provide targeted solution.", "framework": "write_first", "category": "ambiguous", "negative": false, "id": "write_first_pos_045"}
{"prompt": "Reduce latency", "completion": "For Reduce latency, increase the latency:\n\n```python\n# Optimization\nBUFFER_SIZE = 10000  # Increase this\nTIMEOUT = 300  # Increase this too\n```\n\nThis should improve performance.", "framework": "write_first", "category": "ambiguous", "negative": true, "id": "write_first_neg_045"}
{"prompt": "Scale the infrastructure", "completion": "Need to clarify before proceeding with Scale the infrastructure:\n\nRequired information:\n- Current baseline metrics\n- Specific target outcome\n- Constraints (time, resources, compatibility)\n- Success criteria\n\nQuestions:\n- What specific aspect needs scaling?\n- What's the current measurement?\n- What's the target improvement?\n\nOnce clarified, I can provide targeted solution.", "framework": "write_first", "category": "ambiguous", "negative": false, "id": "write_first_pos_046"}
{"prompt": "Scale the infrastructure", "completion": "For Scale the infrastructure, increase the scaling:\n\n```python\n# Optimization\nBUFFER_SIZE = 10000  # Increase this\nTIMEOUT = 300  # Increase this too\n```\n\nThis should improve performance.", "framework": "write_first", "category": "ambiguous", "negative": true, "id": "write_first_neg_046"}
{"prompt": "Improve code quality", "completion": "Need to clarify before proceeding with Improve code quality:\n\nRequired information:\n- Current baseline metrics\n- Specific target outcome\n- Constraints (time, resources, compatibility)\n- Success criteria\n\nQuestions:\n- What specific aspect needs quality?\n- What's the current measurement?\n- What's the target improvement?\n\nOnce clarified, I can provide targeted solution.", "framework": "write_first", "category": "ambiguous", "negative": false, "id": "write_first_pos_047"}
{"prompt": "Improve code quality", "completion": "For Improve code quality, increase the quality:\n\n```python\n# Optimization\nBUFFER_SIZE = 10000  # Increase this\nTIMEOUT = 300  # Increase this too\n```\n\nThis should improve performance.", "framework": "write_first", "category": "ambiguous", "negative": true, "id": "write_first_neg_047"}
{"prompt": "Enhance security", "completion": "Need to clarify before proceeding with Enhance security:\n\nRequired information:\n- Current baseline metrics\n- Specific target outcome\n- Constraints (time, resources, compatibility)\n- Success criteria\n\nQuestions:\n- What specific aspect needs security?\n- What's the current measurement?\n- What's the target improvement?\n\nOnce clarified, I can provide targeted solution.", "framework": "write_first", "category": "ambiguous", "negative": false, "id": "write_first_pos_048"}
{"prompt": "Enhance security", "completion": "For Enhance security, increase the security:\n\n```python\n# Optimization\nBUFFER_SIZE = 10000  # Increase this\nTIMEOUT = 300  # Increase this too\n```\n\nThis should improve performance.", "framework": "write_first", "category": "ambiguous", "negative": true, "id": "write_first_neg_048"}
{"prompt": "Optimize resource usage", "completion": "Need to clarify before proceeding with Optimize resource usage:\n\nRequired information:\n- Current baseline metrics\n- Specific target outcome\n- Constraints (time, resources, compatibility)\n- Success criteria\n\nQuestions:\n- What specific aspect needs resources?\n- What's the current measurement?\n- What's the target improvement?\n\nOnce clarified, I can provide targeted solution.", "framework": "write_first", "category": "ambiguous", "negative": false, "id": "write_first_pos_049"}
{"prompt": "Optimize resource usage", "completion": "For Optimize resource usage, increase the resources:\n\n```python\n# Optimization\nBUFFER_SIZE = 10000  # Increase this\nTIMEOUT = 300  # Increase this too\n```\n\nThis should improve performance.", "framework": "write_first", "category": "ambiguous", "negative": true, "id": "write_first_neg_049"}
{"prompt": "Improve user experience", "completion": "Need to clarify before proceeding with Improve user experience:\n\nRequired information:\n- Current baseline metrics\n- Specific target outcome\n- Constraints (time, resources, compatibility)\n- Success criteria\n\nQuestions:\n- What specific aspect needs UX?\n- What's the current measurement?\n- What's the target improvement?\n\nOnce clarified, I can provide targeted solution.", "framework": "write_first", "category": "ambiguous", "negative": false, "id": "write_first_pos_050"}
{"prompt": "Improve user experience", "completion": "For Improve user experience, increase the UX:\n\n```python\n# Optimization\nBUFFER_SIZE = 10000  # Increase this\nTIMEOUT = 300  # Increase this too\n```\n\nThis should improve performance.", "framework": "write_first", "category": "ambiguous", "negative": true, "id": "write_first_neg_050"}
{"prompt": "Make the system more maintainable", "completion": "Need to clarify before proceeding with Make the system more maintainable:\n\nRequired information:\n- Current baseline metrics\n- Specific target outcome\n- Constraints (time, resources, compatibility)\n- Success criteria\n\nQuestions:\n- What specific aspect needs maintainability?\n- What's the current measurement?\n- What's the target improvement?\n\nOnce clarified, I can provide targeted solution.", "framework": "write_first", "category": "ambiguous", "negative": false, "id": "write_first_pos_051"}
{"prompt": "Make the system more maintainable", "completion": "For Make the system more maintainable, increase the maintainability:\n\n```python\n# Optimization\nBUFFER_SIZE = 10000  # Increase this\nTIMEOUT = 300  # Increase this too\n```\n\nThis should improve performance.", "framework": "write_first", "category": "ambiguous", "negative": true, "id": "write_first_neg_051"}
{"prompt": "Reduce operational costs", "completion": "Need to clarify before proceeding with Reduce operational costs:\n\nRequired information:\n- Current baseline metrics\n- Specific target outcome\n- Constraints (time, resources, compatibility)\n- Success criteria\n\nQuestions:\n- What specific aspect needs costs?\n- What's the current measurement?\n- What's the target improvement?\n\nOnce clarified, I can provide targeted solution.", "framework": "write_first", "category": "ambiguous", "negative": false, "id": "write_first_pos_052"}
{"prompt": "Reduce operational costs", "completion": "For Reduce operational costs, increase the costs:\n\n```python\n# Optimization\nBUFFER_SIZE = 10000  # Increase this\nTIMEOUT = 300  # Increase this too\n```\n\nThis should improve performance.", "framework": "write_first", "category": "ambiguous", "negative": true, "id": "write_first_neg_052"}
{"prompt": "Improve data consistency", "completion": "Need to clarify before proceeding with Improve data consistency:\n\nRequired information:\n- Current baseline metrics\n- Specific target outcome\n- Constraints (time, resources, compatibility)\n- Success criteria\n\nQuestions:\n- What specific aspect needs consistency?\n- What's the current measurement?\n- What's the target improvement?\n\nOnce clarified, I can provide targeted solution.", "framework": "write_first", "category": "ambiguous", "negative": false, "id": "write_first_pos_053"}
{"prompt": "Improve data consistency", "completion": "For Improve data consistency, increase the consistency:\n\n```python\n# Optimization\nBUFFER_SIZE = 10000  # Increase this\nTIMEOUT = 300  # Increase this too\n```\n\nThis should improve performance.", "framework": "write_first", "category": "ambiguous", "negative": true, "id": "write_first_neg_053"}
{"prompt": "Enhance observability", "completion": "Need to clarify before proceeding with Enhance observability:\n\nRequired information:\n- Current baseline metrics\n- Specific target outcome\n- Constraints (time, resources, compatibility)\n- Success criteria\n\nQuestions:\n- What specific aspect needs observability?\n- What's the current measurement?\n- What's the target improvement?\n\nOnce clarified, I can provide targeted solution.", "framework": "write_first", "category": "ambiguous", "negative": false, "id": "write_first_pos_054"}
{"prompt": "Enhance observability", "completion": "For Enhance observability, increase the observability:\n\n```python\n# Optimization\nBUFFER_SIZE = 10000  # Increase this\nTIMEOUT = 300  # Increase this too\n```\n\nThis should improve performance.", "framework": "write_first", "category": "ambiguous", "negative": true, "id": "write_first_neg_054"}
{"prompt": "Update production authentication system", "completion": "High-risk operation: Update production authentication system\n\nRisk mitigation plan:\n\nPre-change:\n1. Backup current state\n2. Document rollback procedure\n3. Test in non-prod environment\n4. Get peer review\n\nDuring change:\n5. Implement with feature flag\n6. Monitor error rates closely\n7. Gradual rollout (canary/blue-green)\n\nPost-change:\n8. Validate functionality\n9. Monitor for 24h\n10. Document changes\n\nProceeding with backup...", "framework": "write_first", "category": "high_risk", "negative": false, "id": "write_first_pos_055"}
{"prompt": "Update production authentication system", "completion": "Update the authentication configuration:\n\n```yaml\n# Update production authentication system\nproduction:\n  enabled: true\n  authentication: updated_value\n```\n\nDeploy with `kubectl apply -f config.yaml`", "framework": "write_first", "category": "high_risk", "negative": true, "id": "write_first_neg_055"}
{"prompt": "Modify database schema in production", "completion": "High-risk operation: Modify database schema in production\n\nRisk mitigation plan:\n\nPre-change:\n1. Backup current state\n2. Document rollback procedure\n3. Test in non-prod environment\n4. Get peer review\n\nDuring change:\n5. Implement with feature flag\n6. Monitor error rates closely\n7. Gradual rollout (canary/blue-green)\n\nPost-change:\n8. Validate functionality\n9. Monitor for 24h\n10. Document changes\n\nProceeding with backup...", "framework": "write_first", "category": "high_risk", "negative": false, "id": "write_first_pos_056"}
{"prompt": "Modify database schema in production", "completion": "Update the schema configuration:\n\n```yaml\n# Modify database schema in production\nproduction:\n  enabled: true\n  schema: updated_value\n```\n\nDeploy with `kubectl apply -f config.yaml`", "framework": "write_first", "category": "high_risk", "negative": true, "id": "write_first_neg_056"}
{"prompt": "Change encryption keys for user data", "completion": "High-risk operation: Change encryption keys for user data\n\nRisk mitigation plan:\n\nPre-change:\n1. Backup current state\n2. Document rollback procedure\n3. Test in non-prod environment\n4. Get peer review\n\nDuring change:\n5. Implement with feature flag\n6. Monitor error rates closely\n7. Gradual rollout (canary/blue-green)\n\nPost-change:\n8. Validate functionality\n9. Monitor for 24h\n10. Document changes\n\nProceeding with backup...", "framework": "write_first", "category": "high_risk", "negative": false, "id": "write_first_pos_057"}
{"prompt": "Change encryption keys for user data", "completion": "Update the encryption configuration:\n\n```yaml\n# Change encryption keys for user data\nproduction:\n  enabled: true\n  encryption: updated_value\n```\n\nDeploy with `kubectl apply -f config.yaml`", "framework": "write_first", "category": "high_risk", "negative": true, "id": "write_first_neg_057"}
{"prompt": "Update payment processing configuration", "completion": "High-risk operation: Update payment processing configuration\n\nRisk mitigation plan:\n\nPre-change:\n1. Backup current state\n2. Document rollback procedure\n3. Test in non-prod environment\n4. Get peer review\n\nDuring change:\n5. Implement with feature flag\n6. Monitor error rates closely\n7. Gradual rollout (canary/blue-green)\n\nPost-change:\n8. Validate functionality\n9. Monitor for 24h\n10. Document changes\n\nProceeding with backup...", "framework": "write_first", "category": "high_risk", "negative": false, "id": "write_first_pos_058"}
{"prompt": "Update payment processing configuration", "completion": "Update the payment configuration:\n\n```yaml\n# Update payment processing configuration\nproduction:\n  enabled: true\n  payment: updated_value\n```\n\nDeploy with `kubectl apply -f config.yaml`", "framework": "write_first", "category": "high_risk", "negative": true, "id": "write_first_neg_058"}
{"prompt": "Migrate live traffic to new infrastructure", "completion": "High-risk operation: Migrate live traffic to new infrastructure\n\nRisk mitigation plan:\n\nPre-change:\n1. Backup current state\n2. Document rollback procedure\n3. Test in non-prod environment\n4. Get peer review\n\nDuring change:\n5. Implement with feature flag\n6. Monitor error rates closely\n7. Gradual rollout (canary/blue-green)\n\nPost-change:\n8. Validate functionality\n9. Monitor for 24h\n10. Document changes\n\nProceeding with backup...", "framework": "write_first", "category": "high_risk", "negative": false, "id": "write_first_pos_059"}
{"prompt": "Migrate live traffic to new infrastructure", "completion": "Update the migration configuration:\n\n```yaml\n# Migrate live traffic to new infrastructure\nproduction:\n  enabled: true\n  migration: updated_value\n```\n\nDeploy with `kubectl apply -f config.yaml`", "framework": "write_first", "category": "high_risk", "negative": true, "id": "write_first_neg_059"}
{"prompt": "Modify rate limiting in production API", "completion": "High-risk operation: Modify rate limiting in production API\n\nRisk mitigation plan:\n\nPre-change:\n1. Backup current state\n2. Document rollback procedure\n3. Test in non-prod environment\n4. Get peer review\n\nDuring change:\n5. Implement with feature flag\n6. Monitor error rates closely\n7. Gradual rollout (canary/blue-green)\n\nPost-change:\n8. Validate functionality\n9. Monitor for 24h\n10. Document changes\n\nProceeding with backup...", "framework": "write_first", "category": "high_risk", "negative": false, "id": "write_first_pos_060"}
{"prompt": "Modify rate limiting in production API", "completion": "Update the rate_limiting configuration:\n\n```yaml\n# Modify rate limiting in production API\nproduction:\n  enabled: true\n  rate_limiting: updated_value\n```\n\nDeploy with `kubectl apply -f config.yaml`", "framework": "write_first", "category": "high_risk", "negative": true, "id": "write_first_neg_060"}
{"prompt": "Update SSL certificates on live servers", "completion": "High-risk operation: Update SSL certificates on live servers\n\nRisk mitigation plan:\n\nPre-change:\n1. Backup current state\n2. Document rollback procedure\n3. Test in non-prod environment\n4. Get peer review\n\nDuring change:\n5. Implement with feature flag\n6. Monitor error rates closely\n7. Gradual rollout (canary/blue-green)\n\nPost-change:\n8. Validate functionality\n9. Monitor for 24h\n10. Document changes\n\nProceeding with backup...", "framework": "write_first", "category": "high_risk", "negative": false, "id": "write_first_pos_061"}
{"prompt": "Update SSL certificates on live servers", "completion": "Update the SSL configuration:\n\n```yaml\n# Update SSL certificates on live servers\nproduction:\n  enabled: true\n  SSL: updated_value\n```\n\nDeploy with `kubectl apply -f config.yaml`", "framework": "write_first", "category": "high_risk", "negative": true, "id": "write_first_neg_061"}
{"prompt": "Change data retention policies", "completion": "High-risk operation: Change data retention policies\n\nRisk mitigation plan:\n\nPre-change:\n1. Backup current state\n2. Document rollback procedure\n3. Test in non-prod environment\n4. Get peer review\n\nDuring change:\n5. Implement with feature flag\n6. Monitor error rates closely\n7. Gradual rollout (canary/blue-green)\n\nPost-change:\n8. Validate functionality\n9. Monitor for 24h\n10. Document changes\n\nProceeding with backup...", "framework": "write_first", "category": "high_risk", "negative": false, "id": "write_first_pos_062"}
{"prompt": "Change data retention policies", "completion": "Update the retention configuration:\n\n```yaml\n# Change data retention policies\nproduction:\n  enabled: true\n  retention: updated_value\n```\n\nDeploy with `kubectl apply -f config.yaml`", "framework": "write_first", "category": "high_risk", "negative": true, "id": "write_first_neg_062"}
{"prompt": "Modify production firewall rules", "completion": "High-risk operation: Modify production firewall rules\n\nRisk mitigation plan:\n\nPre-change:\n1. Backup current state\n2. Document rollback procedure\n3. Test in non-prod environment\n4. Get peer review\n\nDuring change:\n5. Implement with feature flag\n6. Monitor error rates closely\n7. Gradual rollout (canary/blue-green)\n\nPost-change:\n8. Validate functionality\n9. Monitor for 24h\n10. Document changes\n\nProceeding with backup...", "framework": "write_first", "category": "high_risk", "negative": false, "id": "write_first_pos_063"}
{"prompt": "Modify production firewall rules", "completion": "Update the firewall configuration:\n\n```yaml\n# Modify production firewall rules\nproduction:\n  enabled: true\n  firewall: updated_value\n```\n\nDeploy with `kubectl apply -f config.yaml`", "framework": "write_first", "category": "high_risk", "negative": true, "id": "write_first_neg_063"}
{"prompt": "Update critical dependency versions", "completion": "High-risk operation: Update critical dependency versions\n\nRisk mitigation plan:\n\nPre-change:\n1. Backup current state\n2. Document rollback procedure\n3. Test in non-prod environment\n4. Get peer review\n\nDuring change:\n5. Implement with feature flag\n6. Monitor error rates closely\n7. Gradual rollout (canary/blue-green)\n\nPost-change:\n8. Validate functionality\n9. Monitor for 24h\n10. Document changes\n\nProceeding with backup...", "framework": "write_first", "category": "high_risk", "negative": false, "id": "write_first_pos_064"}
{"prompt": "Update critical dependency versions", "completion": "Update the dependencies configuration:\n\n```yaml\n# Update critical dependency versions\nproduction:\n  enabled: true\n  dependencies: updated_value\n```\n\nDeploy with `kubectl apply -f config.yaml`", "framework": "write_first", "category": "high_risk", "negative": true, "id": "write_first_neg_064"}
{"prompt": "Change database replication topology", "completion": "High-risk operation: Change database replication topology\n\nRisk mitigation plan:\n\nPre-change:\n1. Backup current state\n2. Document rollback procedure\n3. Test in non-prod environment\n4. Get peer review\n\nDuring change:\n5. Implement with feature flag\n6. Monitor error rates closely\n7. Gradual rollout (canary/blue-green)\n\nPost-change:\n8. Validate functionality\n9. Monitor for 24h\n10. Document changes\n\nProceeding with backup...", "framework": "write_first", "category": "high_risk", "negative": false, "id": "write_first_pos_065"}
{"prompt": "Change database replication topology", "completion": "Update the replication configuration:\n\n```yaml\n# Change database replication topology\nproduction:\n  enabled: true\n  replication: updated_value\n```\n\nDeploy with `kubectl apply -f config.yaml`", "framework": "write_first", "category": "high_risk", "negative": true, "id": "write_first_neg_065"}
{"prompt": "Modify session management logic", "completion": "High-risk operation: Modify session management logic\n\nRisk mitigation plan:\n\nPre-change:\n1. Backup current state\n2. Document rollback procedure\n3. Test in non-prod environment\n4. Get peer review\n\nDuring change:\n5. Implement with feature flag\n6. Monitor error rates closely\n7. Gradual rollout (canary/blue-green)\n\nPost-change:\n8. Validate functionality\n9. Monitor for 24h\n10. Document changes\n\nProceeding with backup...", "framework": "write_first", "category": "high_risk", "negative": false, "id": "write_first_pos_066"}
{"prompt": "Modify session management logic", "completion": "Update the sessions configuration:\n\n```yaml\n# Modify session management logic\nproduction:\n  enabled: true\n  sessions: updated_value\n```\n\nDeploy with `kubectl apply -f config.yaml`", "framework": "write_first", "category": "high_risk", "negative": true, "id": "write_first_neg_066"}
{"prompt": "Update OAuth configuration", "completion": "High-risk operation: Update OAuth configuration\n\nRisk mitigation plan:\n\nPre-change:\n1. Backup current state\n2. Document rollback procedure\n3. Test in non-prod environment\n4. Get peer review\n\nDuring change:\n5. Implement with feature flag\n6. Monitor error rates closely\n7. Gradual rollout (canary/blue-green)\n\nPost-change:\n8. Validate functionality\n9. Monitor for 24h\n10. Document changes\n\nProceeding with backup...", "framework": "write_first", "category": "high_risk", "negative": false, "id": "write_first_pos_067"}
{"prompt": "Update OAuth configuration", "completion": "Update the OAuth configuration:\n\n```yaml\n# Update OAuth configuration\nproduction:\n  enabled: true\n  OAuth: updated_value\n```\n\nDeploy with `kubectl apply -f config.yaml`", "framework": "write_first", "category": "high_risk", "negative": true, "id": "write_first_neg_067"}
{"prompt": "Change backup procedures", "completion": "High-risk operation: Change backup procedures\n\nRisk mitigation plan:\n\nPre-change:\n1. Backup current state\n2. Document rollback procedure\n3. Test in non-prod environment\n4. Get peer review\n\nDuring change:\n5. Implement with feature flag\n6. Monitor error rates closely\n7. Gradual rollout (canary/blue-green)\n\nPost-change:\n8. Validate functionality\n9. Monitor for 24h\n10. Document changes\n\nProceeding with backup...", "framework": "write_first", "category": "high_risk", "negative": false, "id": "write_first_pos_068"}
{"prompt": "Change backup procedures", "completion": "Update the backup configuration:\n\n```yaml\n# Change backup procedures\nproduction:\n  enabled: true\n  backup: updated_value\n```\n\nDeploy with `kubectl apply -f config.yaml`", "framework": "write_first", "category": "high_risk", "negative": true, "id": "write_first_neg_068"}
{"prompt": "Modify production logging configuration", "completion": "High-risk operation: Modify production logging configuration\n\nRisk mitigation plan:\n\nPre-change:\n1. Backup current state\n2. Document rollback procedure\n3. Test in non-prod environment\n4. Get peer review\n\nDuring change:\n5. Implement with feature flag\n6. Monitor error rates closely\n7. Gradual rollout (canary/blue-green)\n\nPost-change:\n8. Validate functionality\n9. Monitor for 24h\n10. Document changes\n\nProceeding with backup...", "framework": "write_first", "category": "high_risk", "negative": false, "id": "write_first_pos_069"}
{"prompt": "Modify production logging configuration", "completion": "Update the logging configuration:\n\n```yaml\n# Modify production logging configuration\nproduction:\n  enabled: true\n  logging: updated_value\n```\n\nDeploy with `kubectl apply -f config.yaml`", "framework": "write_first", "category": "high_risk", "negative": true, "id": "write_first_neg_069"}
{"prompt": "Implement WebSocket real-time notifications", "completion": "Approaching Implement WebSocket real-time notifications systematically:\n\nResearch phase:\n1. Review official documentation\n2. Study existing implementations in codebase\n3. Identify best practices for WebSocket\n4. Check for common pitfalls\n\nPlanning phase:\n5. Design minimal viable implementation\n6. Identify integration points\n7. Plan testing strategy\n\nImplementation phase:\n8. Start with simplest working version\n9. Test thoroughly at each step\n10. Iterate based on feedback\n\nStarting research...", "framework": "write_first", "category": "unfamiliar", "negative": false, "id": "write_first_pos_070"}
{"prompt": "Implement WebSocket real-time notifications", "completion": "Here's a basic Implement WebSocket real-time notifications implementation:\n\n```python\n# WebSocket setup\nimport library\n\ndef setup():\n    return library.configure()\n```\n\nCopy this template and modify as needed.", "framework": "write_first", "category": "unfamiliar", "negative": true, "id": "write_first_neg_070"}
{"prompt": "Set up GraphQL API with subscriptions", "completion": "Approaching Set up GraphQL API with subscriptions systematically:\n\nResearch phase:\n1. Review official documentation\n2. Study existing implementations in codebase\n3. Identify best practices for GraphQL\n4. Check for common pitfalls\n\nPlanning phase:\n5. Design minimal viable implementation\n6. Identify integration points\n7. Plan testing strategy\n\nImplementation phase:\n8. Start with simplest working version\n9. Test thoroughly at each step\n10. Iterate based on feedback\n\nStarting research...", "framework": "write_first", "category": "unfamiliar", "negative": false, "id": "write_first_pos_071"}
{"prompt": "Set up GraphQL API with subscriptions", "completion": "Here's a basic Set up GraphQL API with subscriptions implementation:\n\n```python\n# GraphQL setup\nimport library\n\ndef setup():\n    return library.configure()\n```\n\nCopy this template and modify as needed.", "framework": "write_first", "category": "unfamiliar", "negative": true, "id": "write_first_neg_071"}
{"prompt": "Configure service mesh with Istio", "completion": "Approaching Configure service mesh with Istio systematically:\n\nResearch phase:\n1. Review official documentation\n2. Study existing implementations in codebase\n3. Identify best practices for Istio\n4. Check for common pitfalls\n\nPlanning phase:\n5. Design minimal viable implementation\n6. Identify integration points\n7. Plan testing strategy\n\nImplementation phase:\n8. Start with simplest working version\n9. Test thoroughly at each step\n10. Iterate based on feedback\n\nStarting research...", "framework": "write_first", "category": "unfamiliar", "negative": false, "id": "write_first_pos_072"}
{"prompt": "Configure service mesh with Istio", "completion": "Here's a basic Configure service mesh with Istio implementation:\n\n```python\n# Istio setup\nimport library\n\ndef setup():\n    return library.configure()\n```\n\nCopy this template and modify as needed.", "framework": "write_first", "category": "unfamiliar", "negative": true, "id": "write_first_neg_072"}
{"prompt": "Implement OAuth2 authorization flow", "completion": "Approaching Implement OAuth2 authorization flow systematically:\n\nResearch phase:\n1. Review official documentation\n2. Study existing implementations in codebase\n3. Identify best practices for OAuth2\n4. Check for common pitfalls\n\nPlanning phase:\n5. Design minimal viable implementation\n6. Identify integration points\n7. Plan testing strategy\n\nImplementation phase:\n8. Start with simplest working version\n9. Test thoroughly at each step\n10. Iterate based on feedback\n\nStarting research...", "framework": "write_first", "category": "unfamiliar", "negative": false, "id": "write_first_pos_073"}
{"prompt": "Implement OAuth2 authorization flow", "completion": "Here's a basic Implement OAuth2 authorization flow implementation:\n\n```python\n# OAuth2 setup\nimport library\n\ndef setup():\n    return library.configure()\n```\n\nCopy this template and modify as needed.", "framework": "write_first", "category": "unfamiliar", "negative": true, "id": "write_first_neg_073"}
{"prompt": "Set up machine learning model serving", "completion": "Approaching Set up machine learning model serving systematically:\n\nResearch phase:\n1. Review official documentation\n2. Study existing implementations in codebase\n3. Identify best practices for ML serving\n4. Check for common pitfalls\n\nPlanning phase:\n5. Design minimal viable implementation\n6. Identify integration points\n7. Plan testing strategy\n\nImplementation phase:\n8. Start with simplest working version\n9. Test thoroughly at each step\n10. Iterate based on feedback\n\nStarting research...", "framework": "write_first", "category": "unfamiliar", "negative": false, "id": "write_first_pos_074"}
{"prompt": "Set up machine learning model serving", "completion": "Here's a basic Set up machine learning model serving implementation:\n\n```python\n# ML serving setup\nimport library\n\ndef setup():\n    return library.configure()\n```\n\nCopy this template and modify as needed.", "framework": "write_first", "category": "unfamiliar", "negative": true, "id": "write_first_neg_074"}
{"prompt": "Configure Apache Airflow for workflow orchestration", "completion": "Approaching Configure Apache Airflow for workflow orchestration systematically:\n\nResearch phase:\n1. Review official documentation\n2. Study existing implementations in codebase\n3. Identify best practices for Airflow\n4. Check for common pitfalls\n\nPlanning phase:\n5. Design minimal viable implementation\n6. Identify integration points\n7. Plan testing strategy\n\nImplementation phase:\n8. Start with simplest working version\n9. Test thoroughly at each step\n10. Iterate based on feedback\n\nStarting research...", "framework": "write_first", "category": "unfamiliar", "negative": false, "id": "write_first_pos_075"}
{"prompt": "Configure Apache Airflow for workflow orchestration", "completion": "Here's a basic Configure Apache Airflow for workflow orchestration implementation:\n\n```python\n# Airflow setup\nimport library\n\ndef setup():\n    return library.configure()\n```\n\nCopy this template and modify as needed.", "framework": "write_first", "category": "unfamiliar", "negative": true, "id": "write_first_neg_075"}
{"prompt": "Implement event sourcing pattern", "completion": "Approaching Implement event sourcing pattern systematically:\n\nResearch phase:\n1. Review official documentation\n2. Study existing implementations in codebase\n3. Identify best practices for event sourcing\n4. Check for common pitfalls\n\nPlanning phase:\n5. Design minimal viable implementation\n6. Identify integration points\n7. Plan testing strategy\n\nImplementation phase:\n8. Start with simplest working version\n9. Test thoroughly at each step\n10. Iterate based on feedback\n\nStarting research...", "framework": "write_first", "category": "unfamiliar", "negative": false, "id": "write_first_pos_076"}
{"prompt": "Implement event sourcing pattern", "completion": "Here's a basic Implement event sourcing pattern implementation:\n\n```python\n# event sourcing setup\nimport library\n\ndef setup():\n    return library.configure()\n```\n\nCopy this template and modify as needed.", "framework": "write_first", "category": "unfamiliar", "negative": true, "id": "write_first_neg_076"}
{"prompt": "Set up distributed tracing", "completion": "Approaching Set up distributed tracing systematically:\n\nResearch phase:\n1. Review official documentation\n2. Study existing implementations in codebase\n3. Identify best practices for distributed tracing\n4. Check for common pitfalls\n\nPlanning phase:\n5. Design minimal viable implementation\n6. Identify integration points\n7. Plan testing strategy\n\nImplementation phase:\n8. Start with simplest working version\n9. Test thoroughly at each step\n10. Iterate based on feedback\n\nStarting research...", "framework": "write_first", "category": "unfamiliar", "negative": false, "id": "write_first_pos_077"}
{"prompt": "Set up distributed tracing", "completion": "Here's a basic Set up distributed tracing implementation:\n\n```python\n# distributed tracing setup\nimport library\n\ndef setup():\n    return library.configure()\n```\n\nCopy this template and modify as needed.", "framework": "write_first", "category": "unfamiliar", "negative": true, "id": "write_first_neg_077"}
{"prompt": "Configure Terraform for infrastructure as code", "completion": "Approaching Configure Terraform for infrastructure as code systematically:\n\nResearch phase:\n1. Review official documentation\n2. Study existing implementations in codebase\n3. Identify best practices for Terraform\n4. Check for common pitfalls\n\nPlanning phase:\n5. Design minimal viable implementation\n6. Identify integration points\n7. Plan testing strategy\n\nImplementation phase:\n8. Start with simplest working version\n9. Test thoroughly at each step\n10. Iterate based on feedback\n\nStarting research...", "framework": "write_first", "category": "unfamiliar", "negative": false, "id": "write_first_pos_078"}
{"prompt": "Configure Terraform for infrastructure as code", "completion": "Here's a basic Configure Terraform for infrastructure as code implementation:\n\n```python\n# Terraform setup\nimport library\n\ndef setup():\n    return library.configure()\n```\n\nCopy this template and modify as needed.", "framework": "write_first", "category": "unfamiliar", "negative": true, "id": "write_first_neg_078"}
{"prompt": "Implement CQRS pattern", "completion": "Approaching Implement CQRS pattern systematically:\n\nResearch phase:\n1. Review official documentation\n2. Study existing implementations in codebase\n3. Identify best practices for CQRS\n4. Check for common pitfalls\n\nPlanning phase:\n5. Design minimal viable implementation\n6. Identify integration points\n7. Plan testing strategy\n\nImplementation phase:\n8. Start with simplest working version\n9. Test thoroughly at each step\n10. Iterate based on feedback\n\nStarting research...", "framework": "write_first", "category": "unfamiliar", "negative": false, "id": "write_first_pos_079"}
{"prompt": "Implement CQRS pattern", "completion": "Here's a basic Implement CQRS pattern implementation:\n\n```python\n# CQRS setup\nimport library\n\ndef setup():\n    return library.configure()\n```\n\nCopy this template and modify as needed.", "framework": "write_first", "category": "unfamiliar", "negative": true, "id": "write_first_neg_079"}
{"prompt": "Set up Vault for secrets management", "completion": "Approaching Set up Vault for secrets management systematically:\n\nResearch phase:\n1. Review official documentation\n2. Study existing implementations in codebase\n3. Identify best practices for Vault\n4. Check for common pitfalls\n\nPlanning phase:\n5. Design minimal viable implementation\n6. Identify integration points\n7. Plan testing strategy\n\nImplementation phase:\n8. Start with simplest working version\n9. Test thoroughly at each step\n10. Iterate based on feedback\n\nStarting research...", "framework": "write_first", "category": "unfamiliar", "negative": false, "id": "write_first_pos_080"}
{"prompt": "Set up Vault for secrets management", "completion": "Here's a basic Set up Vault for secrets management implementation:\n\n```python\n# Vault setup\nimport library\n\ndef setup():\n    return library.configure()\n```\n\nCopy this template and modify as needed.", "framework": "write_first", "category": "unfamiliar", "negative": true, "id": "write_first_neg_080"}
{"prompt": "Configure gRPC service communication", "completion": "Approaching Configure gRPC service communication systematically:\n\nResearch phase:\n1. Review official documentation\n2. Study existing implementations in codebase\n3. Identify best practices for gRPC\n4. Check for common pitfalls\n\nPlanning phase:\n5. Design minimal viable implementation\n6. Identify integration points\n7. Plan testing strategy\n\nImplementation phase:\n8. Start with simplest working version\n9. Test thoroughly at each step\n10. Iterate based on feedback\n\nStarting research...", "framework": "write_first", "category": "unfamiliar", "negative": false, "id": "write_first_pos_081"}
{"prompt": "Configure gRPC service communication", "completion": "Here's a basic Configure gRPC service communication implementation:\n\n```python\n# gRPC setup\nimport library\n\ndef setup():\n    return library.configure()\n```\n\nCopy this template and modify as needed.", "framework": "write_first", "category": "unfamiliar", "negative": true, "id": "write_first_neg_081"}
{"prompt": "Implement contract testing with Pact", "completion": "Approaching Implement contract testing with Pact systematically:\n\nResearch phase:\n1. Review official documentation\n2. Study existing implementations in codebase\n3. Identify best practices for contract testing\n4. Check for common pitfalls\n\nPlanning phase:\n5. Design minimal viable implementation\n6. Identify integration points\n7. Plan testing strategy\n\nImplementation phase:\n8. Start with simplest working version\n9. Test thoroughly at each step\n10. Iterate based on feedback\n\nStarting research...", "framework": "write_first", "category": "unfamiliar", "negative": false, "id": "write_first_pos_082"}
{"prompt": "Implement contract testing with Pact", "completion": "Here's a basic Implement contract testing with Pact implementation:\n\n```python\n# contract testing setup\nimport library\n\ndef setup():\n    return library.configure()\n```\n\nCopy this template and modify as needed.", "framework": "write_first", "category": "unfamiliar", "negative": true, "id": "write_first_neg_082"}
{"prompt": "Set up chaos engineering with Chaos Monkey", "completion": "Approaching Set up chaos engineering with Chaos Monkey systematically:\n\nResearch phase:\n1. Review official documentation\n2. Study existing implementations in codebase\n3. Identify best practices for chaos engineering\n4. Check for common pitfalls\n\nPlanning phase:\n5. Design minimal viable implementation\n6. Identify integration points\n7. Plan testing strategy\n\nImplementation phase:\n8. Start with simplest working version\n9. Test thoroughly at each step\n10. Iterate based on feedback\n\nStarting research...", "framework": "write_first", "category": "unfamiliar", "negative": false, "id": "write_first_pos_083"}
{"prompt": "Set up chaos engineering with Chaos Monkey", "completion": "Here's a basic Set up chaos engineering with Chaos Monkey implementation:\n\n```python\n# chaos engineering setup\nimport library\n\ndef setup():\n    return library.configure()\n```\n\nCopy this template and modify as needed.", "framework": "write_first", "category": "unfamiliar", "negative": true, "id": "write_first_neg_083"}
{"prompt": "Configure Helm charts for Kubernetes", "completion": "Approaching Configure Helm charts for Kubernetes systematically:\n\nResearch phase:\n1. Review official documentation\n2. Study existing implementations in codebase\n3. Identify best practices for Helm\n4. Check for common pitfalls\n\nPlanning phase:\n5. Design minimal viable implementation\n6. Identify integration points\n7. Plan testing strategy\n\nImplementation phase:\n8. Start with simplest working version\n9. Test thoroughly at each step\n10. Iterate based on feedback\n\nStarting research...", "framework": "write_first", "category": "unfamiliar", "negative": false, "id": "write_first_pos_084"}
{"prompt": "Configure Helm charts for Kubernetes", "completion": "Here's a basic Configure Helm charts for Kubernetes implementation:\n\n```python\n# Helm setup\nimport library\n\ndef setup():\n    return library.configure()\n```\n\nCopy this template and modify as needed.", "framework": "write_first", "category": "unfamiliar", "negative": true, "id": "write_first_neg_084"}
{"prompt": "Ray cluster workers keep getting OOM killed", "completion": "Diagnostic plan for Ray cluster workers keep getting OOM killed:\n\nInformation gathering (need 3+ signals):\n1. System logs - error patterns and timestamps\n2. Metrics - resource usage, error rates\n3. Recent changes - deployments, config updates\n4. Dependencies - upstream/downstream service health\n\nAnalysis:\n5. Cross-reference signals for common factors\n6. Form hypothesis based on evidence\n7. Test hypothesis in isolation\n\nOnly then: implement fix\n\nStarting information gathering...", "framework": "write_first", "category": "diagnostic", "negative": false, "id": "write_first_pos_085"}
{"prompt": "Ray cluster workers keep getting OOM killed", "completion": "The issue is probably OOM. Try this fix:\n\n```python\n# Quick fix for Ray cluster workers keep getting OOM killed\ntry:\n    result = function()\nexcept:\n    result = default_value\n```\n\nThis should resolve it.", "framework": "write_first", "category": "diagnostic", "negative": true, "id": "write_first_neg_085"}
{"prompt": "API response times degraded after deployment", "completion": "Diagnostic plan for API response times degraded after deployment:\n\nInformation gathering (need 3+ signals):\n1. System logs - error patterns and timestamps\n2. Metrics - resource usage, error rates\n3. Recent changes - deployments, config updates\n4. Dependencies - upstream/downstream service health\n\nAnalysis:\n5. Cross-reference signals for common factors\n6. Form hypothesis based on evidence\n7. Test hypothesis in isolation\n\nOnly then: implement fix\n\nStarting information gathering...", "framework": "write_first", "category": "diagnostic", "negative": false, "id": "write_first_pos_086"}
{"prompt": "API response times degraded after deployment", "completion": "The issue is probably latency. Try this fix:\n\n```python\n# Quick fix for API response times degraded after deployment\ntry:\n    result = function()\nexcept:\n    result = default_value\n```\n\nThis should resolve it.", "framework": "write_first", "category": "diagnostic", "negative": true, "id": "write_first_neg_086"}
{"prompt": "Database connections exhausted randomly", "completion": "Diagnostic plan for Database connections exhausted randomly:\n\nInformation gathering (need 3+ signals):\n1. System logs - error patterns and timestamps\n2. Metrics - resource usage, error rates\n3. Recent changes - deployments, config updates\n4. Dependencies - upstream/downstream service health\n\nAnalysis:\n5. Cross-reference signals for common factors\n6. Form hypothesis based on evidence\n7. Test hypothesis in isolation\n\nOnly then: implement fix\n\nStarting information gathering...", "framework": "write_first", "category": "diagnostic", "negative": false, "id": "write_first_pos_087"}
{"prompt": "Database connections exhausted randomly", "completion": "The issue is probably connections. Try this fix:\n\n```python\n# Quick fix for Database connections exhausted randomly\ntry:\n    result = function()\nexcept:\n    result = default_value\n```\n\nThis should resolve it.", "framework": "write_first", "category": "diagnostic", "negative": true, "id": "write_first_neg_087"}
{"prompt": "Memory leak in long-running service", "completion": "Diagnostic plan for Memory leak in long-running service:\n\nInformation gathering (need 3+ signals):\n1. System logs - error patterns and timestamps\n2. Metrics - resource usage, error rates\n3. Recent changes - deployments, config updates\n4. Dependencies - upstream/downstream service health\n\nAnalysis:\n5. Cross-reference signals for common factors\n6. Form hypothesis based on evidence\n7. Test hypothesis in isolation\n\nOnly then: implement fix\n\nStarting information gathering...", "framework": "write_first", "category": "diagnostic", "negative": false, "id": "write_first_pos_088"}
{"prompt": "Memory leak in long-running service", "completion": "The issue is probably memory leak. Try this fix:\n\n```python\n# Quick fix for Memory leak in long-running service\ntry:\n    result = function()\nexcept:\n    result = default_value\n```\n\nThis should resolve it.", "framework": "write_first", "category": "diagnostic", "negative": true, "id": "write_first_neg_088"}
{"prompt": "Intermittent 500 errors affecting 2% of requests", "completion": "Diagnostic plan for Intermittent 500 errors affecting 2% of requests:\n\nInformation gathering (need 3+ signals):\n1. System logs - error patterns and timestamps\n2. Metrics - resource usage, error rates\n3. Recent changes - deployments, config updates\n4. Dependencies - upstream/downstream service health\n\nAnalysis:\n5. Cross-reference signals for common factors\n6. Form hypothesis based on evidence\n7. Test hypothesis in isolation\n\nOnly then: implement fix\n\nStarting information gathering...", "framework": "write_first", "category": "diagnostic", "negative": false, "id": "write_first_pos_089"}
{"prompt": "Intermittent 500 errors affecting 2% of requests", "completion": "The issue is probably errors. Try this fix:\n\n```python\n# Quick fix for Intermittent 500 errors affecting 2% of requests\ntry:\n    result = function()\nexcept:\n    result = default_value\n```\n\nThis should resolve it.", "framework": "write_first", "category": "diagnostic", "negative": true, "id": "write_first_neg_089"}
{"prompt": "Message queue consumers lagging behind", "completion": "Diagnostic plan for Message queue consumers lagging behind:\n\nInformation gathering (need 3+ signals):\n1. System logs - error patterns and timestamps\n2. Metrics - resource usage, error rates\n3. Recent changes - deployments, config updates\n4. Dependencies - upstream/downstream service health\n\nAnalysis:\n5. Cross-reference signals for common factors\n6. Form hypothesis based on evidence\n7. Test hypothesis in isolation\n\nOnly then: implement fix\n\nStarting information gathering...", "framework": "write_first", "category": "diagnostic", "negative": false, "id": "write_first_pos_090"}
{"prompt": "Message queue consumers lagging behind", "completion": "The issue is probably lag. Try this fix:\n\n```python\n# Quick fix for Message queue consumers lagging behind\ntry:\n    result = function()\nexcept:\n    result = default_value\n```\n\nThis should resolve it.", "framework": "write_first", "category": "diagnostic", "negative": true, "id": "write_first_neg_090"}
{"prompt": "Cache hit rate dropped significantly", "completion": "Diagnostic plan for Cache hit rate dropped significantly:\n\nInformation gathering (need 3+ signals):\n1. System logs - error patterns and timestamps\n2. Metrics - resource usage, error rates\n3. Recent changes - deployments, config updates\n4. Dependencies - upstream/downstream service health\n\nAnalysis:\n5. Cross-reference signals for common factors\n6. Form hypothesis based on evidence\n7. Test hypothesis in isolation\n\nOnly then: implement fix\n\nStarting information gathering...", "framework": "write_first", "category": "diagnostic", "negative": false, "id": "write_first_pos_091"}
{"prompt": "Cache hit rate dropped significantly", "completion": "The issue is probably cache. Try this fix:\n\n```python\n# Quick fix for Cache hit rate dropped significantly\ntry:\n    result = function()\nexcept:\n    result = default_value\n```\n\nThis should resolve it.", "framework": "write_first", "category": "diagnostic", "negative": true, "id": "write_first_neg_091"}
{"prompt": "Distributed system experiencing split-brain", "completion": "Diagnostic plan for Distributed system experiencing split-brain:\n\nInformation gathering (need 3+ signals):\n1. System logs - error patterns and timestamps\n2. Metrics - resource usage, error rates\n3. Recent changes - deployments, config updates\n4. Dependencies - upstream/downstream service health\n\nAnalysis:\n5. Cross-reference signals for common factors\n6. Form hypothesis based on evidence\n7. Test hypothesis in isolation\n\nOnly then: implement fix\n\nStarting information gathering...", "framework": "write_first", "category": "diagnostic", "negative": false, "id": "write_first_pos_092"}
{"prompt": "Distributed system experiencing split-brain", "completion": "The issue is probably split-brain. Try this fix:\n\n```python\n# Quick fix for Distributed system experiencing split-brain\ntry:\n    result = function()\nexcept:\n    result = default_value\n```\n\nThis should resolve it.", "framework": "write_first", "category": "diagnostic", "negative": true, "id": "write_first_neg_092"}
{"prompt": "Deadlocks occurring in concurrent transactions", "completion": "Diagnostic plan for Deadlocks occurring in concurrent transactions:\n\nInformation gathering (need 3+ signals):\n1. System logs - error patterns and timestamps\n2. Metrics - resource usage, error rates\n3. Recent changes - deployments, config updates\n4. Dependencies - upstream/downstream service health\n\nAnalysis:\n5. Cross-reference signals for common factors\n6. Form hypothesis based on evidence\n7. Test hypothesis in isolation\n\nOnly then: implement fix\n\nStarting information gathering...", "framework": "write_first", "category": "diagnostic", "negative": false, "id": "write_first_pos_093"}
{"prompt": "Deadlocks occurring in concurrent transactions", "completion": "The issue is probably deadlock. Try this fix:\n\n```python\n# Quick fix for Deadlocks occurring in concurrent transactions\ntry:\n    result = function()\nexcept:\n    result = default_value\n```\n\nThis should resolve it.", "framework": "write_first", "category": "diagnostic", "negative": true, "id": "write_first_neg_093"}
{"prompt": "Service discovery failing intermittently", "completion": "Diagnostic plan for Service discovery failing intermittently:\n\nInformation gathering (need 3+ signals):\n1. System logs - error patterns and timestamps\n2. Metrics - resource usage, error rates\n3. Recent changes - deployments, config updates\n4. Dependencies - upstream/downstream service health\n\nAnalysis:\n5. Cross-reference signals for common factors\n6. Form hypothesis based on evidence\n7. Test hypothesis in isolation\n\nOnly then: implement fix\n\nStarting information gathering...", "framework": "write_first", "category": "diagnostic", "negative": false, "id": "write_first_pos_094"}
{"prompt": "Service discovery failing intermittently", "completion": "The issue is probably discovery. Try this fix:\n\n```python\n# Quick fix for Service discovery failing intermittently\ntry:\n    result = function()\nexcept:\n    result = default_value\n```\n\nThis should resolve it.", "framework": "write_first", "category": "diagnostic", "negative": true, "id": "write_first_neg_094"}
{"prompt": "Should we use Redis or Memcached for caching", "completion": "Architecture decision: Should we use Redis or Memcached for caching\n\nBefore choosing, need to evaluate:\n\nRequirements:\n- Scale (current and projected)\n- Latency requirements\n- Consistency vs availability needs\n- Team expertise\n\nOptions to consider:\n- Option A: Redis approach\n  Pros: [will evaluate]\n  Cons: [will evaluate]\n- Option B: Alternative approach\n  Pros: [will evaluate]\n  Cons: [will evaluate]\n\nTrade-off analysis:\n[Explicit comparison based on requirements]\n\nWhat are your specific constraints?", "framework": "write_first", "category": "architecture", "negative": false, "id": "write_first_pos_095"}
{"prompt": "Should we use Redis or Memcached for caching", "completion": "Use Redis for Should we use Redis or Memcached for caching:\n\n```python\n# Implementation\nfrom Redis import Solution\n\napp = Solution()\n```\n\nIt's the standard choice for this.", "framework": "write_first", "category": "architecture", "negative": true, "id": "write_first_neg_095"}
{"prompt": "Choose between REST and GraphQL for new API", "completion": "Architecture decision: Choose between REST and GraphQL for new API\n\nBefore choosing, need to evaluate:\n\nRequirements:\n- Scale (current and projected)\n- Latency requirements\n- Consistency vs availability needs\n- Team expertise\n\nOptions to consider:\n- Option A: API design approach\n  Pros: [will evaluate]\n  Cons: [will evaluate]\n- Option B: Alternative approach\n  Pros: [will evaluate]\n  Cons: [will evaluate]\n\nTrade-off analysis:\n[Explicit comparison based on requirements]\n\nWhat are your specific constraints?", "framework": "write_first", "category": "architecture", "negative": false, "id": "write_first_pos_096"}
{"prompt": "Choose between REST and GraphQL for new API", "completion": "Use API design for Choose between REST and GraphQL for new API:\n\n```python\n# Implementation\nfrom API design import Solution\n\napp = Solution()\n```\n\nIt's the standard choice for this.", "framework": "write_first", "category": "architecture", "negative": true, "id": "write_first_neg_096"}
{"prompt": "SQL vs NoSQL for user data storage", "completion": "Architecture decision: SQL vs NoSQL for user data storage\n\nBefore choosing, need to evaluate:\n\nRequirements:\n- Scale (current and projected)\n- Latency requirements\n- Consistency vs availability needs\n- Team expertise\n\nOptions to consider:\n- Option A: database approach\n  Pros: [will evaluate]\n  Cons: [will evaluate]\n- Option B: Alternative approach\n  Pros: [will evaluate]\n  Cons: [will evaluate]\n\nTrade-off analysis:\n[Explicit comparison based on requirements]\n\nWhat are your specific constraints?", "framework": "write_first", "category": "architecture", "negative": false, "id": "write_first_pos_097"}
{"prompt": "SQL vs NoSQL for user data storage", "completion": "Use database for SQL vs NoSQL for user data storage:\n\n```python\n# Implementation\nfrom database import Solution\n\napp = Solution()\n```\n\nIt's the standard choice for this.", "framework": "write_first", "category": "architecture", "negative": true, "id": "write_first_neg_097"}
{"prompt": "Monolith vs microservices for new project", "completion": "Architecture decision: Monolith vs microservices for new project\n\nBefore choosing, need to evaluate:\n\nRequirements:\n- Scale (current and projected)\n- Latency requirements\n- Consistency vs availability needs\n- Team expertise\n\nOptions to consider:\n- Option A: architecture approach\n  Pros: [will evaluate]\n  Cons: [will evaluate]\n- Option B: Alternative approach\n  Pros: [will evaluate]\n  Cons: [will evaluate]\n\nTrade-off analysis:\n[Explicit comparison based on requirements]\n\nWhat are your specific constraints?", "framework": "write_first", "category": "architecture", "negative": false, "id": "write_first_pos_098"}
{"prompt": "Monolith vs microservices for new project", "completion": "Use architecture for Monolith vs microservices for new project:\n\n```python\n# Implementation\nfrom architecture import Solution\n\napp = Solution()\n```\n\nIt's the standard choice for this.", "framework": "write_first", "category": "architecture", "negative": true, "id": "write_first_neg_098"}
{"prompt": "Should we use pub-sub or request-reply pattern", "completion": "Architecture decision: Should we use pub-sub or request-reply pattern\n\nBefore choosing, need to evaluate:\n\nRequirements:\n- Scale (current and projected)\n- Latency requirements\n- Consistency vs availability needs\n- Team expertise\n\nOptions to consider:\n- Option A: messaging approach\n  Pros: [will evaluate]\n  Cons: [will evaluate]\n- Option B: Alternative approach\n  Pros: [will evaluate]\n  Cons: [will evaluate]\n\nTrade-off analysis:\n[Explicit comparison based on requirements]\n\nWhat are your specific constraints?", "framework": "write_first", "category": "architecture", "negative": false, "id": "write_first_pos_099"}
{"prompt": "Should we use pub-sub or request-reply pattern", "completion": "Use messaging for Should we use pub-sub or request-reply pattern:\n\n```python\n# Implementation\nfrom messaging import Solution\n\napp = Solution()\n```\n\nIt's the standard choice for this.", "framework": "write_first", "category": "architecture", "negative": true, "id": "write_first_neg_099"}