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Production Al stack for apps, agents, RAG, automation, local Al, vision, and voice.
OpenAl
LLM APIs, multimodal applications, tool-calling agents
LangGraph
Agent orchestration, state machines, multi-step workflows
Llamalndex
RAG, knowledge bases, document indexing
Dify
Al application orchestration and management platform
n8n
Al automation and business system integration
Ollama
Local Al, private deployment, local model runtime
YOLO
Al vision, object detection, industrial inspection
FunASR
Al voice, speech recognition, speech-to-text
Featured Tuya Development
Tuya APP Development
Tuya IoT Cloud Integration
Tuya Hardware Development
Solutions
AI Vision WMS Solution
Al vision, object recognition, inventory tracking, and warehouse workflow automation.
explore solution
Industry Solutions
Al Warehouse & Logistics Automation
Inventory visibility for warehouses, distributors, and 3PLs.
Refrigeration Monitoring Solution for Supermarkets
Remote alerts for OEMs, service teams, and chain stores.
IoT Device Management
Equipment monitoring and management for factories, and industrial sites.
Smart Logistics & Fleet Tracking
Asset tracking for fleets, cold chain, and logistics teams.
Key Technology
Al Vision & Image Analysis
Visual inspection and analytics.
Edge Al
Real-time on-device intelligence.
Home Assistant Integration
Automation and dashboard workflows.
View Related Cases
Explore AloT projects in logistics, refrigeration, and industry.
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Tag - ESP32

edge ai ota rollout rollback

Edge AI Device OTA: How to Do Staged Rollouts and Rollbacks

The hard part of Edge AI OTA is not pushing a new package. It is designing staged rollout, rollback, and remote recovery for devices whose firmware, model, and configuration evolve together. This article explains how to do it from ESP32 to RK3566.

Blog, Embedded System Development , March 26, 2026 , AI Deployment, Device Operations, Edge AI, ESP32, Fleet Management, OTA, Remote Recovery, RK3566, Rollback, Staged Rollout

esp32 c3 vs s3 vs c6 for custom firmware feature 20260623

ESP32-C3 vs ESP32-S3 vs ESP32-C6 for Custom Firmware Projects

Choosing between ESP32-C3, ESP32-S3, and ESP32-C6 is less about which chip is newer and more about wireless roadmaps, USB and audio peripherals, runtime headroom, and long-term firmware complexity. This article gives a more practical selection path for custom firmware projects.

Blog, Embedded System Development , March 26, 2026 , chip selection, Custom Firmware, ESP32, ESP32-C3, ESP32-C6, ESP32-S3, Espressif, Firmware, IoT Device, Matter, Wi-Fi 6

esp32 modbus rtu esphome home assistant bridge

ESP32 Modbus RTU Bridge for ESPHome and Home Assistant

Building an ESP32 Modbus-RTU bridge is not mainly about connecting a MAX485 board. The real issues are RS485 electrical design, UART ownership, polling cadence, and the operational boundaries of ESPHome modbus_controller. This article explains how to bridge PLC data into ESPHome and Home Assistant more reliably.

Blog, IoT Protocols and Interoperability , March 24, 2026 , Edge Gateway, ESP32, ESPHome, Home Assistant, Industrial Bridge, IoT integration, Modbus RTU, PLC, RS485, UART

ESP32 edge AI firmware architecture with OTA and inference workflow

ESP32 Edge AI Architecture: OTA, INT8, and Inference Guide

A deep dive into ESP32 edge AI architecture, covering OTA design, INT8 inference, memory constraints, and production considerations for long-running devices.

Blog, Edge Computing and Data Analytics, Embedded System Development , February 10, 2026 , Edge AI, embedded AI, ESP32, Firmware Architecture, IoT Device Design, OTA Update, TensorFlow Lite Micro

What is OpenMQTTGateway

OpenMQTTGateway: Unifying Multi-Protocol IoT Devices with an ESP32-Based MQTT Framework

OpenMQTTGateway is an open-source ESP32 MQTT gateway bridging BLE, RF, and IR for scalable IoT integration. Explore enterprise IoT solutions.

Blog, Edge Computing and Data Analytics , September 28, 2025 , BLE, ESP32, IoT Bridge, IoT Gateway, IR, LoRa, MQTT, OpenMQTTGateway, RF, smart Home

DeviceScript

DeviceScript: Using TypeScript in IoT Device – Microsoft’s Modern Development Approach

DeviceScript is an open-source tool by Microsoft that brings a modern TypeScript development experience to resource-constrained microcontroller devices. It supports multiple hardware platforms, fast debugging, and efficient deployment, making it an ideal choice for IoT development.

Blog, IoT Tools and Platforms , January 26, 2025 , DeviceScript, embedded development, ESP32, Hardware Abstraction, iot, Microcontroller, Modular Design, RP2040, TypeScript

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