Production build notice

Live AI features are available in local builds only (to avoid billing and extra auth or account overhead in production).

Skills lab

Demos

  • 01

    Specification precision

    System prompt library and Zod-validated structured output with generateText and Output.object.

  • 02

    Prompt engineering patterns

    Compare zero-shot, few-shot, and chain-of-thought prompt patterns side-by-side.

  • 03

    Embeddings & vector search

    Semantic search API with embed / embedMany and a vector store.

  • 04

    RAG pipeline

    End-to-end retrieve-augment-generate with streaming responses.

  • 05

    Evaluation

    Eval harness with LLM-as-a-judge and retrieval metrics.

  • 06

    Single agent

    ReAct-style agent with tools, steps, and memory.

  • 07

    Multi-agent

    Planner–worker orchestration with verification checkpoints.

  • 08

    Failure patterns

    Demos and fixes for common agent failure modes.

  • 09

    Context architecture

    Multi-source RAG with metadata filtering.

  • 10

    Guardrails

    Input/output validation and human-in-the-loop approval flows.

  • 11

    Observability

    Tracing, latency, tokens, and cost visibility.

  • 12

    Token economics

    Model cost comparison and routing by task complexity.

  • 13

    Fine-tuning

    Small fine-tune vs RAG comparison on a focused task.

  • 14

    MCP

    HTTP MCP server plus an agent client that discovers Chuck Norris API tools at runtime.

  • 15

    Deploy & ship

    Live demos, repo narrative, and portfolio polish.