Skip to content
Advanced Academy Reader
Exit Reader

Cross-Platform AI Agents

Design unified agent architectures for desktop, web, and mobile environments, achieving SOTA performance through orchestrator-subagent coordination, visual grounding, and failure recovery.

advanced•4 / 5

Optimization and Best Practices

  • Grounding: Use multimodal models (e.g., GPT-4V) for element detection.
  • Parallelism: Sub-agents for multi-task; async execution.
  • Recovery: Timeout retries; replan on validation fail.
  • Efficiency: Cache states; lightweight vision (e.g., YOLO for objects).
  • Security: Sandbox actions; user confirmation for sensitive ops.
  • Evaluation: Run benchmarks; measure human parity.

Workflow: Orchestrate → Ground → Act → Validate → Loop.

Section 4 of 5
Next →