Tag - AI Agent
Tuya AI Agent Dev Platform is useful for fast AI interaction inside Tuya devices, apps, MiniApps, and product capabilities. Custom orchestration is better for multi-platform control, enterprise policy, audit, and model strategy.
Blog, IoT Tools and Platforms, Tuya IoT , June 16, 2026 , Agent Orchestration, AI Agent, App SDK, Device Control, IoT Platform, Smart MiniApp, System Integration, Tuya
LangGraph is a strong fit for AI agent workflows that need explicit state, loops, human review, checkpoint recovery, and observability. For one-shot answers, fixed API calls, or simple automation flows, function calling or lightweight workflow tools are usually simpler.
AI and Machine Learning, Blog , June 2, 2026 , Agent Workflow, AI Agent, enterprise AI, Human in the Loop, LangGraph, State Machine, Workflow Orchestration
AG-UI is valuable in IoT dashboards when it makes agent state, evidence, command proposals, human confirmation, execution failure, rollback, and audit events visible without replacing the backend IoT control plane.
AG-UI, MCP, and Function Calling do not solve the same layer. In IoT control interfaces, AG-UI should handle user-facing agent events, MCP should govern tools and context, and Function Calling should create structured action requests inside a model call.
Learn how mcp2mqtt enables AI control of IoT via MCP over MQTT, mqtt broker, mqtt iot, and emqx.
AI and Machine Learning, Blog , August 1, 2025 , AI + Hardware, AI Agent, AIoT, Edge AI, EMQX, IoT protocols, MCP Server, MQTT, Smart Control