Practical AI guides

Developer tools & observability

Understand the interfaces and debugging tools used to build, trace, and maintain AI applications.

Where to start

Follow a request through the system: model invocation, tool execution, telemetry, and failure handling. Assess what a tool makes easier to inspect and what dependencies or conventions it introduces.

Practical guides

Explore the reports

Developer ToolingIBMOct 25 min read

IBM ContextForge Explained: An MCP and A2A Gateway

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Developer ToolingTanStackSep 145 min read

TanStack AI Explained: Streaming and Type-Safe Tool Calls

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Developer ToolingvercelAug 264 min read

Vercel AI SDK Explained: Providers, Streaming and Tools

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