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For the complete documentation index, see llms.txt. This page is also available as Markdown.

Builder Path - Intermediate

A learning path for builders who want better quality, integrations, automation, and reliability.

Intermediate builder path

Improve response quality. Integrate workflow actions. Implement routing and error handling.

Outcomes

By the end, you will be able to:

  • Configure the LLM node for consistent, structured outputs.

  • Call at least one integration action from a workflow.

  • Route execution using logic nodes.

  • Implement fallback paths for expected failure modes.

  • Evaluate results and monitor production usage.

Quick jumps

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Topic

LLM configuration Tool use, settings, and reliability knobs.

Start here
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Integrations Call external services and write results back.

Start here
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Control flow Branching, routing, and loops.

Start here
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Error handling Fallback paths and troubleshooting.

Start here

The path

1

1) Establish a quality baseline

Define acceptance criteria and output format. Update prompts to consistently meet those requirements.

2

2) Configure the LLM node

Configure prompts and tools for structured outputs. Tune model settings based on latency, cost, and quality.

3

3) Add one integration

Integrate one application action. Validate the action inputs and outputs end-to-end.

4

4) Add routing and control flow

Add routing and branching. Add explicit error handling for expected failure modes.

5

5) Measure and iterate

Evaluate workflow outputs. Monitor usage and errors.

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