Development

Optimize Vercel API performance with caching, batching, and connection pooling. Use when experiencing slow API responses, implementing caching strategies, or optimizing request throughput for Vercel integrations. Trigger with phrases like "vercel performance", "optimize vercel", "vercel latency", "vercel caching", "vercel slow", "vercel batch".

Configure Vercel local development with hot reload and testing. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration cycle with Vercel. Trigger with phrases like "vercel dev setup", "vercel local development", "vercel dev environment", "develop with vercel".

Create a minimal working Vercel example. Use when starting a new Vercel integration, testing your setup, or learning basic Vercel API patterns. Trigger with phrases like "vercel hello world", "vercel example", "vercel quick start", "simple vercel code".

Execute Vercel secondary workflow: Edge Functions. Use when API routes with minimal latency, or complementing primary workflow. Trigger with phrases like "vercel edge function", "deploy edge function with vercel".

Execute choose and implement Vercel validated architecture blueprints for different scales. Use when designing new Vercel integrations, choosing between monolith/service/microservice architectures, or planning migration paths for Vercel applications. Trigger with phrases like "vercel architecture", "vercel blueprint", "how to structure vercel", "vercel project layout", "vercel microservice".

Upgrade or roll back the Vast.ai CLI, Python SDK import surface, and workload template without speculative API-version changes. Use when changing a client pin, SDK import, or production template. Trigger with: "upgrade Vast.ai CLI", "migrate from vastai_sdk", "roll a Vast.ai template update".

Choose the correct Vast.ai Python client and implement typed, bounded, ownership-safe GPU lifecycles. Use when integrating the high-level SDK, SyncClient, AsyncClient, or Serverless client. Trigger with: "use the Vast.ai SDK", "wrap a Vast.ai instance lifecycle", "choose SyncClient or AsyncClient".

Design a governed Vast.ai GPU control plane that separates planning, paid mutation, execution, recovery, evidence, and teardown. Use when reviewing a production architecture spanning instances or Serverless. Trigger with: "design a Vast.ai architecture", "govern GPU workload lifecycles", "review a Vast.ai platform".

Diagnose and design bounded Vast.ai CLI and REST traffic around per-endpoint, per-identity rate limits and the absence of Retry-After headers. Use when implementing polling, batch automation, or 429 recovery. Trigger with: "handle Vast.ai 429", "reduce Vast.ai polling", "set Vast.ai retry policy".

Tune Vast.ai offer selection, startup, data feeding, GPU memory, and scaling from measured useful-work throughput. Use when jobs are slow, GPUs are underutilized, or faster offers cost more. Trigger with: "tune Vast.ai performance", "improve GPU utilization", "compare Vast.ai throughput".

Migrate a GPU workload from another provider to Vast.ai through inventory, container and data parity, a checkpointed canary, measured comparison, and rollback. Use when planning or executing a provider cutover. Trigger with: "migrate Runpod to Vast.ai", "move GPU jobs to Vast.ai", "validate a Vast.ai migration".

Build a fast local development loop that promotes a CPU-tested change to one disposable Vast.ai GPU canary and always tears it down. Use when iterating on images, startup scripts, or training code. Trigger with: "test locally then on Vast.ai", "build a GPU canary loop", "shorten Vast.ai iteration".

Install the supported Vast.ai CLI and establish a least-privilege authentication boundary without leaking or persisting the wrong key. Use when bootstrapping a workstation, CI runner, or automation account. Trigger with: "install Vast.ai", "configure VAST_API_KEY", "create a scoped Vast.ai key".

Rent, verify, use, and destroy a first Vast.ai GPU instance with bounded cost and explicit failure cleanup. Use when running a safe platform canary or onboarding exercise. Trigger with: "rent my first Vast.ai GPU", "run a Vast.ai canary", "test Vast.ai end to end".

Build and roll out a Vast.ai Serverless endpoint with measured autoscaling, a canary template, and a zero-downtime worker update. Use when production inference capacity or model bytes change. Trigger with: "deploy Vast.ai Serverless", "tune a Vast.ai worker group", "roll a model without downtime".

Analyze and execute a checkpointed Vast.ai training job from offer policy through artifact recovery and destruction. Use when a repeatable single-job GPU run needs budget and interruption controls. Trigger with: "run training on Vast.ai", "checkpoint a Vast.ai job", "recover Vast.ai training artifacts".

Handle TwinMind webhooks and events for real-time meeting notifications. Use when implementing webhook handlers, processing meeting events, or building real-time integrations. Trigger with phrases like "twinmind webhooks", "twinmind events", "twinmind notifications", "meeting webhook handler".

Apply production-ready TwinMind SDK patterns for TypeScript and Python. Use when implementing TwinMind integrations, refactoring API usage, or establishing team coding standards for meeting AI integration. Trigger with phrases like "twinmind SDK patterns", "twinmind best practices", "twinmind code patterns", "idiomatic twinmind".

Implement TwinMind reference architecture with best-practice project layout. Use when designing new TwinMind integrations, reviewing project structure, or establishing architecture standards for meeting AI applications. Trigger with phrases like "twinmind architecture", "twinmind best practices", "twinmind project structure", "how to organize twinmind", "twinmind layout".

Set up local development workflow with TwinMind API integration. Use when building applications that integrate TwinMind transcription, testing API calls locally, or developing meeting automation tools. Trigger with phrases like "twinmind dev setup", "twinmind local development", "twinmind API testing", "build with twinmind".

Comprehensive Svelte development skill covering reactivity runes, components, stores, lifecycle, transitions, and modern Svelte 5 patterns

Collect comprehensive diagnostic information for TwinMind issues. Use when preparing support requests, investigating complex problems, or gathering evidence for bug reports. Trigger with phrases like "twinmind debug", "twinmind diagnostics", "collect twinmind info", "twinmind support bundle".

Core JavaScript language features, patterns, and best practices including ES6+ syntax, async/await, closures, prototypes, and modern development patterns

Execute apply production-ready Supabase SDK patterns for TypeScript and Python. Use when implementing Supabase integrations, refactoring SDK usage, or establishing team coding standards for Supabase. Trigger with phrases like "supabase SDK patterns", "supabase best practices", "supabase code patterns", "idiomatic supabase".