#embedded verification
259 related articles
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Claude Code with Local LLMs: Token-Free Deployment Guide & Configuration
Learn how to connect Claude Code to local LLMs for token-free AI coding. Covers three-layer architecture, Ollama/LM Studio/vLLM setup, protocol translation, and hardware selection.
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4 Iron Rules of Industrial Agent Development: Why AI Deployments in Factories Are Doomed to Fail
Deep dive into why industrial AI Agents fail: 4 critical strategies covering edge deployment, closed-loop control, rule verification, and safety mechanisms for reliable factory AI systems.
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·2 min
Xiaomi MiMo Code Goes Open Source: How Cross-Session Memory Is Changing AI Programming Collaboration
Xiaomi's MiMo Code is an open-source terminal programming Agent with cross-session memory and multi-Agent collaboration. Explore its memory system, self-evolution mechanism, and how it differs from Claude Code.
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·3 min
Codex and Claude Code Practical Guide: From Installation to Enterprise Project Deployment
In-depth analysis of OpenAI Codex covering installation, agents.md architecture, MCP protocol integration, multi-agent collaboration, and RAG customer service system development for enterprise use.
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·1 min
Android Studio Integrates Gemini: AI-Powered Crash Analysis and Automatic Code Fixes
Android Studio Quail integrates Gemini AI into App Quality Insights for automatic crash analysis, one-click AI code fixes, and deep conversation debugging.
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·2 min
Gemini 3.5 Flash In-Depth Review: Pro-Level Performance at Flash-Level Pricing
In-depth review of Google Gemini 3.5 Flash across multimodal vision, video understanding, contract analysis, and Vibe Coding. 1M token context at one-third the price of competitors.
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·4 min
Unity MCP Hands-On Guide: Lessons Learned from AI-Powered Game Engine Operations
In-depth hands-on guide to Unity MCP setup and usage, covering environment config, run_command best practices, Prefab sandbox workflows, and a comparison of Copilot, Claude Code, Codex, and DeepSeek.
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·2 min
Complete Guide to OpenAI Codex: CLI Installation, VS Code Configuration & Practical Tips
Complete guide to OpenAI Codex setup: CLI installation, VS Code extension config, Agents.md best practices, MCP integration, and programmatic usage for efficient AI coding workflows.
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·1 min
Cursor AI for Industrial IoT Development: Complete Modbus Energy Meter Data Collection in 30 Minutes
Learn how Cursor AI builds Industrial IoT projects: extract Modbus protocols from PDF manuals, generate Python code for RS485 meter collection, MQTT upload, and relay control in 30 minutes.
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·3 min
Claude Code Installation & Setup Guide: Build Your AI Coding Assistant from Scratch
Step-by-step guide to installing and configuring Claude Code, covering Git/Node.js prerequisites, environment variables, and connecting domestic LLMs to build an AI assistant that reads, writes, and executes code.
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OpenAI Codex Launches Build iOS Apps P…
·2 min
OpenAI Codex Launches Build iOS Apps Plugin: Enabling a Complete Write-Preview-Test Loop
OpenAI Codex launches Build iOS Apps plugin with in-app browser testing, SwiftUI preview, and hot reload, enabling a complete write-preview-test workflow for iOS development.
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·3 min
What Are the Risks of Cracked Windsurf? Security Threats Behind "Unlimited Free Refills"
Analysis of cracked Windsurf risks including code leakage, malware injection, and legal issues, plus safe free alternatives for AI programming.
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·4 min
OpenAI Codex Pixel Identicons: A Visual Identification Solution for Multi-Agent Collaboration
OpenAI introduces Pixel Identicons for Codex background agents, using stable visual identifiers to solve multi-agent recognition challenges and reduce cognitive load in AI programming workflows.
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Tutorials·1 min
Trae AI Coding Tool: Installation, Setup & Beginner's Quick Start Guide
A detailed guide to installing and configuring ByteDance's Trae AI coding IDE, covering setup, interface, and core features with hands-on examples for beginners.
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Tutorials·2 min
AI Vibe Coding in Practice: Porting a Claude Code Usage Meter to the LiChuang DevBoard
Using AI Vibe Coding to port a Claude Code usage display project from GitHub to the LiChuang DevBoard (ESP32-S3), featuring pixel-art animations, real-time usage monitoring, and a Bluetooth-to-WiFi conversion.
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Tutorials·3 min
AI Full-Loop Embedded Software Development: Zero-Code UART Communication in One Minute
A hands-on demo showing how an AI Agent completes UART serial communication development with zero code — from pin analysis and code generation to flashing and logic analyzer verification — all in under one minute.
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Deep Dives·3 min
Deep Dive into Hermes Agent Self-Evolution: The GIPA Algorithm and Engineering Practice
Deep analysis of NousResearch's Hermes Agent Self Evolution project: GIPA genetic Pareto prompt evolution algorithm, six-step optimization loop, and five guardrail mechanisms for real-world Agent self-evolution.
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Tech Frontiers·2 min
Claude Mythos Real-World Test Falls Flat: Only 1 Low-Risk Vulnerability Found in 170K Lines of Code
Curl founder tests Anthropic's strongest model Claude Mythos on 170K lines of code—finds only 1 low-risk CVE with 3 false positives. Results severely contradict official claims.
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Tutorials·3 min
STM32 Code Download via ST-Link Tutorial: Wiring, Driver, and Keil Configuration Complete Guide
Complete guide to downloading code to STM32 via ST-Link, covering SWD wiring, driver installation, Keil debugger configuration, compiling, flashing, and troubleshooting for beginners.
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Tech Frontiers·3 min
GPT 5.5 Instant Deep Dive: How It Tackles AI Hallucinations for Trustworthy Real-World Deployment
Deep dive into GPT 5.5 Instant's core breakthrough: dramatically reducing AI hallucination rates while achieving low latency and high accuracy. Explore real-world applications in legal, medical, and financial sectors.
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