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Advanced20 min· Read

Chaining agents for complex workflows

Compose multi-step pipelines where each agent's output feeds the next — images, captions, and code together.

  1. 1

    Plan the output chain first

    Write out what you want at the end and work backward: final deliverable → intermediate artifacts → first generation. Knowing the chain before you start prevents backtracking.

  2. 2

    Pass outputs between steps

    After each generation, reference the result explicitly in the next prompt: "Using the image above, write a two-line caption that matches its mood." Artisser carries the context so you do not have to copy-paste.

  3. 3

    Handle branching with follow-up turns

    If step 3 depends on which of two step-2 outputs you keep, choose in the conversation thread and continue. The agent treats your selection as the canonical branch.

  4. 4

    Validate before the final step

    Before the last expensive generation, review all intermediate outputs together. Catching a misaligned image or wrong caption at step 3 is cheaper than discovering it after the full pipeline runs.

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