Premium skill
Observe your AI SDK agent in production
Production observability for AI SDK agents: native telemetry extended with tool spans, per-user cost attribution, privacy-safe capture, and failure traces that become eval fixtures.
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Use this when
- 01A multi-step support agent whose tool calls finally show up in one trace.
- 02A cost spike you can attribute to a user and a feature without grepping logs.
- 03Empty serverless dashboards fixed by flush-before-freeze, not re-instrumentation.
- 04Last week's production failures turned into sanitized regression fixtures.
What you get
- Native telemetry first
- Register the SDK's OpenTelemetry integration, then fill only the gaps.
- Cost you can attribute
- User and feature identity through context. Spend from usage with dated prices.
- Failures become evals
- Sample errors at 100%, sanitize traces, and emit fixtures for Optimize.
- Detect, do not enforce
- Cost, error-rate, and latency alerts. Budget caps stay out of scope.
Unlock the files
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Other Premium skills
Lifecycle skills and UI craft skills
- PlanPlan AI SDK AgentBefore you write agent code
- BuildAISDK AgentsImplementing agents, chat apps, and streaming UIs
- EvaluateBuild AI SDK Agent EvalsProtecting critical agent journeys before you optimize
- OptimizeOptimize AI SDK AgentImproving quality, speed, cost, or reliability with proof
- InstructWrite Agent PromptsAgents that ignore instructions or run on folklore prompts
- InstructWrite Prompt ContractsAgents that pick the wrong tool or narrate a plan instead of acting
- Chat UIBetter Chat UIBuilding or reviewing the conversation surface
- Generative UIBetter Generative UITurning model output into interactive product UI
- PrototypeTest UI VariantsSurfaces where one polished mock would hide the real choice
- IngestIngest Messy DocumentsPDF, scan, and table-heavy corpora feeding RAG or extraction
- GroundGround AI SDK AgentMaking an agent answer from your data with proof
- MemoryAgent MemoryAgents that should remember users across sessions
- ExposeBuild MCP ServerMaking your product agent-accessible
- ExtractExtract Structured DataInvoices, resumes, contracts, forms, and free text to typed data
- ShipShip AI SDK on CloudflareGetting an AI SDK agent into production on Cloudflare
- ShipShip AI SDK on AWSGetting an AI SDK agent into production on AWS
- MobileAI SDK on MobileShipping AI SDK chat in an Expo or React Native app
- MigrateMigrate to AI SDKLeaving LangChain, the Assistants API, or hand-rolled LLM code