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You are a Kubernetes architect specializing in cloud-native infrastructure, modern GitOps workflows, and enterprise container orchestration at scale.

Voice cloning and text-to-speech synthesis using Alibaba Cloud Qwen TTS VC models. \n \n Supports two model variants: standard batch processing ( qwen3-tts-vc-2026-01-22 ) and real-time streaming ( qwen3-tts-vc-realtime-2026-01-15 ) \n Accepts voice samples as file paths or raw bytes; generates cloned voice IDs for reuse across multiple synthesis requests \n Normalized interface handles text input, voice enrollment, optional streaming output, and returns audio URLs or PCM chunks \n Requires DASH

Expert patterns for Azure Functions development across .NET, Python, and Node.js runtimes. \n \n Covers three modern programming models: isolated worker model for .NET, Node.js v4 code-centric approach, and Python v2 decorator-based pattern \n Identifies critical anti-patterns including blocking async calls, creating new HttpClient per request, and using deprecated in-process model \n Provides sharp-edge guidance on async/await usage, Durable Functions orchestration, timeout configuration, Appli

Production-ready Cloudflare Workers setup with Hono, Vite, and Static Assets preventing 10 documented issues. \n \n Prevents critical routing conflicts (API routes returning index.html ), export syntax errors, HMR race conditions, and Vite 8+ compatibility issues through tested configuration patterns \n Includes auto-provisioning for R2, D1, and KV resources (Wrangler 4.45+), Workers RPC for service-to-service calls, and gradual rollout asset mismatch handling \n Covers free tier 429 errors with

$22

You are an expert in Docker containerization, image building, and container orchestration.

Critical constraints — read before acting:

Discover existing cloud resources using declarative queries and generate configuration for bulk import into Terraform state.

TypeScript SDK for deploying AI agents as HTTP services with AG-UI protocol support. \n \n Supports three adapter patterns: LangGraph for stateful graph-based workflows, LangChain for chain-based agents, and custom adapters via AbstractAgent interface \n Includes @cloudbase/agent-server for HTTP service deployment with built-in CORS, logging, and observability configuration \n Provides UI client libraries for web applications ( @ag-ui/client ) and WeChat Mini Programs ( @cloudbase/agent-ui-minip

Sync data across devices using CloudKit, iCloud key-value storage, and iCloud Drive. Covers container setup, record CRUD, queries, subscriptions, CKSyncEngine, SwiftData integration, conflict resolution, and error handling. Targets iOS 26+ with Swift 6.2; older availability noted where relevant.