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LangGraph Workflow Design for Proactive Assistance

Inspect the original prompt language first, then copy or adapt it once you know how it fits your workflow.

Linked challenge: Proactive iOS Digital Assistant

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Linked challenge
Proactive iOS Digital Assistant

Prompt source

Original prompt text with formatting preserved for inspection.

1 lines
1 sections
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0 checklist items
Design a LangGraph workflow (as a state machine) for your proactive digital assistant. Include states for 'Context Monitoring', 'Intent Recognition', 'Proactive Suggestion Generation', 'Task Delegation', and 'Action Execution'. Define how the graph transitions between states and how the 'Proactive Assistant Agent' (using GPT-5) will manage this flow. Provide a visual representation (e.g., Mermaid diagram) and a textual explanation.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Preserve the role framing, objective, and reporting structure so comparison runs stay coherent.

Tune next

Swap in your own domain constraints, anomaly thresholds, and examples before you branch variants.

Verify after

Check whether the prompt asks for the right evidence, confidence signal, and escalation path.