Migrate between language learning platforms, import student progress, and transition from legacy speech APIs.
Configure Speak across dev, staging, and production with separate API keys and mock modes. Use when implementing multi env setup, or managing Speak language learning platform…
Upgrade Speak SDK versions, migrate between language learning platforms, and handle API version changes.
Handle Speak lesson completion events, progress webhooks, and achievement notifications. Use when implementing webhooks events, or managing Speak language learning platform…
Fix WebContainer and StackBlitz errors: COOP/COEP, SharedArrayBuffer, boot failures. Use when WebContainers fail to boot, embeds don't load, or processes crash inside…
StackBlitz pricing tiers: free embedding, WebContainer API commercial licensing. Use when working with WebContainers or StackBlitz SDK. Trigger: "stackblitz cost".
Boot a WebContainer, mount files, install npm packages, and run a dev server in the browser. Use when learning WebContainers, building browser-based IDEs, or running Node.js…
Install the WebContainer API and configure StackBlitz SDK for browser-based Node.js. Use when setting up WebContainers, embedding StackBlitz projects, or initializing the…
Optimize WebContainer boot time, file system mounts, and process spawning. Use when working with WebContainers or StackBlitz SDK. Trigger: "stackblitz performance".
Migrate between WebContainer API versions and StackBlitz SDK updates. Use when working with WebContainers or StackBlitz SDK. Trigger: "upgrade stackblitz".
WebContainer lifecycle events: server-ready, port changes, error handling. Use when working with WebContainers or StackBlitz SDK. Trigger: "webcontainer events".
Use when modeling lifecycle states, transitions, guards, events, side effects, invalid states, retries, and state invariants for workflows or domain objects.
Create, test, and deploy synthetic monitoring checks from source code using the supaguard CLI. Triggers on monitoring setup, Playwright script generation, uptime checks, health…
Design, implement, and evolve professional monitoring dashboards. Covers KPI selection, telemetry schema, admin dashboard layout, alert design, and observability best practices.
libs/observability paylaşılan paketi — OTEL SDK kurulumu (traces+metrics+logs) OTLP/gRPC push ile, tek setup_observability() entrypoint.
TechSmith common errors for Snagit COM API and Camtasia automation. Use when working with TechSmith screen capture and video editing automation. Trigger: "techsmith common errors".
TechSmith cost tuning for Snagit COM API and Camtasia automation. Use when working with TechSmith screen capture and video editing automation. Trigger: "techsmith cost tuning".
Capture a screenshot with Snagit COM API and produce a Camtasia video. Use when automating screen captures, batch-processing recordings, or building documentation pipelines with…
Install TechSmith Snagit COM API and register the COM server for automation. Use when setting up Snagit automation, configuring COM interop, or initializing Camtasia batch…
TechSmith local dev loop for Snagit COM API and Camtasia automation. Use when working with TechSmith screen capture and video editing automation.
TechSmith performance tuning for Snagit COM API and Camtasia automation. Use when working with TechSmith screen capture and video editing automation.
TechSmith upgrade migration for Snagit COM API and Camtasia automation. Use when working with TechSmith screen capture and video editing automation.
TechSmith webhooks events for Snagit COM API and Camtasia automation. Use when working with TechSmith screen capture and video editing automation.
Expert guidance for Better Stack (formerly Better Uptime + Logtail), the observability platform combining uptime monitoring, log management, incident response, and status pages.
Expert guidance for SigNoz, the open-source observability platform that provides traces, metrics, and logs in a single UI.
Expert guidance for Vector, the high-performance observability data pipeline built in Rust by Datadog.
Optimize TwinMind costs across Free, Pro ($10/mo), and Enterprise tiers with usage monitoring and tier selection guidance.
Migrate from other meeting AI tools (Otter. Use when implementing migration deep dive, or managing TwinMind meeting AI operations.
Configure TwinMind across development, staging, and production environments with separate accounts and API key management.
Upgrade between TwinMind plan tiers and migrate configurations. Use when upgrading from Free to Pro, Pro to Enterprise, or migrating between TwinMind environments.
Dual-mode skill for lib-observability/assert — Lerian's production-grade runtime assertion package. Sweep Mode dispatches 6 parallel explorers to find DIY invariant checks,…
Optimize Vast.ai GPU cloud costs through smart instance selection and lifecycle management. Use when analyzing GPU spending, reducing training costs, or implementing budget…
Implement team access control and spending governance for Vast.ai GPU cloud. Use when managing multi-team GPU access, implementing spending controls, or setting up API key…
Install and configure Vast.ai CLI and REST API authentication. Use when setting up a new Vast.ai integration, configuring API keys, or initializing Vast.ai GPU cloud access in…
Migrate GPU workloads to or from Vast.ai, or between GPU providers. Use when switching from AWS/GCP/Azure GPU instances to Vast.ai, migrating between GPU types, or re-platforming…
Monitor Vast.ai GPU instance health, utilization, and costs. Use when setting up monitoring dashboards, configuring alerts, or tracking GPU utilization and spending.
Optimize Vast.ai GPU instance selection, startup time, and training throughput. Use when optimizing instance selection, reducing startup latency, or maximizing GPU utilization on…
Upgrade Vast.ai CLI, migrate API versions, and handle breaking changes. Use when upgrading vastai CLI, detecting deprecations, or migrating between API versions.
Build event-driven workflows around Vast.ai instance lifecycle events. Use when monitoring instance status changes, implementing auto-recovery, or building event-driven GPU…
Use when installing or configuring the WizTelemetry Data Pipeline (vector) extension for KubeSphere, which provides data collection, transformation, and routing for observability…
Veeva Vault common errors for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva common errors".
Veeva Vault cost tuning for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva cost tuning".
Veeva Vault data handling for enterprise operations. Use when implementing advanced Veeva Vault patterns. Trigger: "veeva data handling".
Veeva Vault enterprise rbac for enterprise operations. Use when implementing advanced Veeva Vault patterns. Trigger: "veeva enterprise rbac".
Veeva Vault hello world with REST API and VQL. Use when integrating with Veeva Vault for life sciences document management. Trigger: "veeva hello world".
Veeva Vault install auth with REST API and VQL. Use when integrating with Veeva Vault for life sciences document management. Trigger: "veeva install auth".
Veeva Vault local dev loop for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva local dev loop".
Veeva Vault migration deep dive for enterprise operations. Use when implementing advanced Veeva Vault patterns. Trigger: "veeva migration deep dive".
Veeva Vault multi env setup for enterprise operations. Use when implementing advanced Veeva Vault patterns. Trigger: "veeva multi env setup".
Veeva Vault observability for enterprise operations. Use when implementing advanced Veeva Vault patterns. Trigger: "veeva observability".
Veeva Vault performance tuning for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva performance tuning".
Veeva Vault upgrade migration for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva upgrade migration".
Veeva Vault webhooks events for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva webhooks events".
Verify readiness criterion C8.2 (Observability) in the current project. Reports fulfillment level 0–3.
Verify observability posture — audit monitoring coverage, find blind spots, prioritize gaps. Use when asked "is monitoring sufficient", "observability review", "are we covered",…
Instrument a service with OpenTelemetry — RED metrics, structured logs, distributed tracing, and health checks. Outputs actual code and config, not a plan.
Observability reconnaissance — inventory what monitoring exists, map coverage, highlight blind spots.
Observe production vLLM — `/metrics` Prometheus surface (V1 engine), SLO-driven alerting on TTFT/ITL/queue/KV/preemption/aborts/corrupted-logits, shipping Grafana dashboards in…
vLLM performance-tuning operator reference — tuning workflow (baseline → bottleneck → knob → re-bench), fused-MoE kernel autotune (`benchmark_moe.py` generates…
Optimize Webflow costs through plan selection, CDN read optimization, bulk endpoint usage, and API usage monitoring with budget alerts.