LoopCraft
Sign In

2026-07-20

Design Failure Paths on the Canvas Before You Export the Loop

Treat timeouts, schema failures, and optional nodes as first-class edges—not footnotes you discover in production.

Back to Blog

Reading time: 6 min

Most agent loop outages are not model mysteries; they are missing failure edges. Before you export from LoopCraft to LangGraph, AutoGen, CrewAI, or the OpenAI Agents SDK, draw what happens when a tool times out, returns an invalid schema, or should be skipped. Mark optional nodes, attach fallback branches, and set retry budgets you can explain to on-call in one sentence. Change one variable per test run. If every node is critical and every failure restarts the whole graph, you do not have a resilient loop—you have a brittle demo. Keep the canvas and the export in sync so the diagram you reviewed is the graph you ship. English, Chinese, and Japanese UI copy should describe the same failure vocabulary so multilingual teams mark the same boxes. LoopCraft: https://getloopcraft.com — sapsap@qq.com.