Configure Snowflake enterprise RBAC with system roles, custom role hierarchies, SSO/SCIM integration, and least-privilege access patterns.
Execute migration to Snowflake from Redshift, BigQuery, or on-prem databases with data transfer, schema conversion, and validation strategies.
Configure Snowflake across dev, staging, and production with account-level isolation, zero-copy clones, and environment-specific RBAC.
Set up Snowflake observability using ACCOUNT_USAGE views, alerts, and external monitoring. Use when implementing Snowflake monitoring dashboards, setting up query performance…
Implement Snowflake event-driven patterns with alerts, notifications, and external functions. Use when setting up Snowflake alerts, email notifications, external API calls, or…
Diagnose and fix common Speak API errors: authentication failures, audio format issues, rate limits, and session management problems.
Optimize Speak API costs through usage monitoring, tier selection, and efficient audio processing. Use when implementing cost tuning, or managing Speak language learning platform…
Handle student audio data, assessment records, and learning progress with GDPR/COPPA compliance. Use when implementing data handling, or managing Speak language learning platform…
Configure Speak for schools and organizations: SSO, teacher/student roles, class management, and usage reporting.
Set up Speak language learning API integration and authentication. Use when configuring Speak API access, setting up OAuth with OpenAI Realtime API for speech, or initializing a…
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…
Use when implementing a written spec into a reliable service with acceptance examples and observability. Triggers:
Spring Boot tracing standards. Use when adding distributed tracing, spans, correlation propagation, and observability instrumentation.
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…
Datenhandling im Shopware-6-Admin: repositoryFactory, Criteria (JS), search/save/delete, Entity-/EntityCollection- Objekte, Context.
Design, implement, and evolve professional monitoring dashboards. Covers KPI selection, telemetry schema, admin dashboard layout, alert design, and observability best practices.
Use when the user asks about Justin Cormack's AI Native DevCon talk on tests, observability, AI-generated behavior, evidence, instrumentation, and keeping AI systems honest when…
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.
One repeatable gardening pass over a trajectory corpus — the JSONL of per-turn Turn rows a fak trajectory.Recorder exports.
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.
Use when you have raw GCxGC-MS chromatogram data in NetCDF format from multiple samples (e.g., case and control groups) and need to prepare them for multivariate analysis such as…
Real-time monitoring dashboard for PAI multi-agent activity. USE WHEN user says 'start observability', 'stop dashboard', 'restart observability', 'monitor agents', 'show agent…
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,…
Enables AI agents to use Braintrust for LLM evaluation, logging, and observability. Includes scripts for querying logs with SQL, running evals, and logging data.
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".