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Configure Cohere enterprise API key management, role-based access, and org controls. Use when implementing multi-team API key management, per-team usage limits, or setting up organization-level controls for Cohere. Trigger with phrases like "cohere…
原文语言：英语
Create a minimal working Cohere example with Chat, Embed, and Rerank. Use when starting a new Cohere integration, testing your setup, or learning basic Cohere API v2 patterns. Trigger with phrases like "cohere hello world", "cohere example", "cohere quick…
原文语言：英语
Execute Cohere incident response procedures with triage, mitigation, and postmortem. Use when responding to Cohere API outages, investigating errors, or running post-incident reviews for Cohere integration failures. Trigger with phrases like "cohere…
原文语言：英语
Install and configure Cohere SDK authentication with API v2. Use when setting up a new Cohere integration, configuring API keys, or initializing the CohereClientV2 in your project. Trigger with phrases like "install cohere", "setup cohere", "cohere auth",…
原文语言：英语
Configure Cohere local development with mocking, testing, and hot reload. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration cycle with Cohere API v2. Trigger with phrases like "cohere dev setup",…
原文语言：英语
Migrate from OpenAI/Anthropic/other LLM providers to Cohere, or vice versa. Use when switching LLM providers, migrating embeddings between models, or re-platforming existing AI integrations to Cohere API v2. Trigger with phrases like "migrate to cohere",…
原文语言：英语
Configure Cohere across development, staging, and production environments. Use when setting up multi-environment deployments, configuring per-environment API keys, model selection, and rate limit strategies. Trigger with phrases like "cohere environments",…
原文语言：英语
Set up comprehensive observability for Cohere API v2 with metrics, traces, and alerts. Use when implementing monitoring for Chat/Embed/Rerank operations, setting up dashboards, or configuring alerts for Cohere integrations. Trigger with phrases like "cohere…
原文语言：英语
Optimize Cohere API performance with caching, batching, model selection, and streaming. Use when experiencing slow API responses, implementing caching strategies, or optimizing request throughput for Cohere Chat, Embed, and Rerank. Trigger with phrases like…
原文语言：英语
Execute Cohere production deployment checklist and rollback procedures. Use when deploying Cohere integrations to production, preparing for launch, or implementing go-live procedures for Cohere-powered apps. Trigger with phrases like "cohere production",…
原文语言：英语
Implement Cohere rate limiting, backoff, and request queuing patterns. Use when handling 429 errors, implementing retry logic, or optimizing API request throughput for Cohere. Trigger with phrases like "cohere rate limit", "cohere throttling", "cohere 429",…
原文语言：英语
Implement Cohere reference architecture with layered project layout for RAG and agents. Use when designing new Cohere integrations, reviewing project structure, or establishing architecture standards for Cohere API v2 applications. Trigger with phrases like…
原文语言：英语
Apply production-ready Cohere SDK patterns for TypeScript and Python. Use when implementing Cohere integrations, refactoring SDK usage, or establishing team coding standards for Cohere API v2. Trigger with phrases like "cohere SDK patterns", "cohere best…
原文语言：英语
Apply Cohere security best practices for API key management and access control. Use when securing API keys, implementing key rotation, or auditing Cohere security configuration. Trigger with phrases like "cohere security", "cohere secrets", "secure cohere",…
原文语言：英语
Migrate from Cohere API v1 to v2 and upgrade SDK versions. Use when upgrading cohere-ai SDK, migrating from CohereClient to CohereClientV2, or handling breaking changes between API versions. Trigger with phrases like "upgrade cohere", "cohere migration",…
原文语言：英语
Implement Cohere streaming event handling, SSE patterns, and connector webhooks. Use when building streaming UIs, handling chat/tool events, or registering Cohere connectors for RAG. Trigger with phrases like "cohere streaming", "cohere events", "cohere SSE",…
原文语言：英语
Integrate CoreWeave deployments into CI/CD pipelines with GitHub Actions. Use when automating container builds, deploying inference services from CI, or validating GPU manifests in pull requests. Trigger with phrases like "coreweave CI", "coreweave github…
原文语言：英语
Diagnose and fix CoreWeave GPU scheduling, pod, and networking errors. Use when pods are stuck Pending, GPUs are not allocated, or experiencing CUDA and NCCL errors. Trigger with phrases like "coreweave error", "coreweave pod pending", "coreweave gpu not…
原文语言：英语
Deploy KServe InferenceService on CoreWeave with autoscaling and GPU scheduling. Use when serving ML models with KServe, configuring scale-to-zero, or deploying production inference endpoints on CoreWeave. Trigger with phrases like "coreweave inference…
原文语言：英语
Run distributed GPU training jobs on CoreWeave with multi-node PyTorch. Use when training models across multiple GPUs, setting up distributed training, or running fine-tuning jobs on CoreWeave H100 clusters. Trigger with phrases like "coreweave training",…
原文语言：英语
Optimize CoreWeave GPU cloud costs with right-sizing and scheduling. Use when reducing GPU spend, selecting cost-effective instances, or implementing scale-to-zero for dev workloads. Trigger with phrases like "coreweave cost", "coreweave pricing", "reduce…
原文语言：英语
Handle training data and model artifacts on CoreWeave persistent storage. Use when managing large datasets, configuring storage classes, or implementing data pipelines for GPU workloads. Trigger with phrases like "coreweave data", "coreweave storage",…
原文语言：英语
Collect CoreWeave cluster diagnostics for support tickets. Use when preparing a support case, collecting GPU node status, or documenting pod failures. Trigger with phrases like "coreweave debug", "coreweave support", "coreweave diagnostics", "collect…
原文语言：英语
Deploy inference services on CoreWeave with Helm charts and Kustomize. Use when deploying multi-model inference, managing GPU deployments at scale, or templating CoreWeave manifests. Trigger with phrases like "deploy coreweave", "coreweave helm", "coreweave…
原文语言：英语
Configure RBAC and namespace isolation for CoreWeave multi-team GPU access. Use when managing team permissions, isolating GPU quotas, or implementing namespace-level access control. Trigger with phrases like "coreweave rbac", "coreweave permissions",…
原文语言：英语
Diagnose the most expensive silent failure on a CoreWeave multi-node GPU job: GPUDirect RDMA falling back from InfiniBand to TCP. When NCCL drops from NET/IB to NET/Socket, collectives keep running with NO error but throughput collapses (commonly 5-20x…
原文语言：英语
Hunt down CoreWeave GPU cost leaks — idle reserved capacity, wrong-GPU-type right-sizing waste, allocated-but-idle instances, and on-demand spend that should be committed — then produce a CFO-grokkable, dollar-ranked FinOps report. CoreWeave ships no cost…
原文语言：英语
Triage a dead or degraded GPU on a CoreWeave node fast — decide reschedule vs GPU-reset vs node-reboot vs RMA from an Xid code or a pasted dmesg / nvidia-smi blob, so a bad card does not silently kill a multi-day training run. Use when a GPU throws an Xid…
原文语言：英语
Deploy a GPU workload on CoreWeave with kubectl. Use when running your first GPU job, testing inference, or verifying CoreWeave cluster access. Trigger with phrases like "coreweave hello world", "coreweave first deploy", "coreweave gpu test", "run on…
原文语言：英语
Incident response runbook for CoreWeave GPU workload failures. Use when inference services are down, GPUs are unavailable, or responding to production incidents on CoreWeave. Trigger with phrases like "coreweave incident", "coreweave outage", "coreweave…
原文语言：英语
Configure CoreWeave Kubernetes Service (CKS) access with kubeconfig and API tokens. Use when setting up kubectl access to CoreWeave, configuring CKS clusters, or authenticating with CoreWeave cloud services. Trigger with phrases like "install coreweave",…
原文语言：英语
Set up local development workflow for CoreWeave GPU deployments. Use when building containers locally, testing YAML manifests, or iterating on model serving configurations before deploying. Trigger with phrases like "coreweave dev setup", "coreweave local…
原文语言：英语
Configure CoreWeave across development, staging, and production environments. Use when setting up multi-environment GPU infrastructure, separating namespaces, or managing per-environment GPU quotas. Trigger with phrases like "coreweave environments",…
原文语言：英语
Set up GPU monitoring and observability for CoreWeave workloads. Use when implementing GPU metrics dashboards, configuring alerts, or tracking inference latency and throughput. Trigger with phrases like "coreweave monitoring", "coreweave observability",…
原文语言：英语
Optimize CoreWeave GPU inference latency and throughput. Use when reducing inference latency, maximizing GPU utilization, or tuning batch sizes and concurrency. Trigger with phrases like "coreweave performance", "coreweave latency", "coreweave throughput",…
原文语言：英语
Production readiness checklist for CoreWeave GPU workloads. Use when launching inference services, preparing GPU training for production, or validating deployment configurations. Trigger with phrases like "coreweave production", "coreweave go-live",…
原文语言：英语
Production-ready patterns for CoreWeave GPU workload management with kubectl and Python. Use when building inference clients, managing GPU deployments programmatically, or creating reusable CoreWeave deployment templates. Trigger with phrases like "coreweave…
原文语言：英语
Secure CoreWeave deployments with RBAC, network policies, and secrets management. Use when hardening GPU workloads, managing model access, or configuring namespace isolation. Trigger with phrases like "coreweave security", "coreweave rbac", "secure…
原文语言：英语
Upgrade CoreWeave deployments and migrate between GPU types. Use when migrating from A100 to H100, upgrading CUDA versions, or updating inference server versions. Trigger with phrases like "upgrade coreweave", "coreweave gpu migration", "coreweave cuda…
原文语言：英语
Advanced Cursor Composer techniques: agent mode, parallel agents, complex refactoring, and multi-step orchestration. Triggers on "advanced composer", "composer patterns", "multi-file generation", "composer refactoring", "agent mode", "parallel agents".
原文语言：英语