Independent intelligence for software built with AIResearch edition / 19 Sep 2026
SHIP/PROOFAI CODE FIELD GUIDE

Reading path / Graph systems

Make the failure paths visible

A clean canvas can hide duplicate side effects, stale state and endless retries. Design the run that survives interruption.

A suggested sequence

  1. 01

    Choose a visual workflow or a code runtime ↗

    The deciding issue is where complexity must remain inspectable when the happy path breaks.

  2. 02

    A graph is only as reliable as its state ↗

    Checkpointing helps a workflow resume; replay still needs explicit side-effect rules.

  3. 03

    Approval does not make a retry safe ↗

    Human consent and duplicate prevention solve different parts of an agent workflow.

  4. 04

    Build a graph failure test matrix ↗

    Test every important node at the moments before, during, and after failure—not only the graph's happy path.

Official source-reference image used for orientation; not a result from this reading path. Langflow ↗ · Official interface screenshot · Owner review pending. Select the image to enlarge.