#industrial automation AI safety
72 related articles
·3 min
DeTech Agent Hands-On: AI Auto-Generates TIA Portal PLC Programs and V90 Servo Control
The DeTech Engineering Agent (DTAC) auto-generates Siemens TIA Portal PLC programs via conversational interaction. This article breaks down its workflow, a hands-on V90 servo control case, and the value and limits of AI industrial programming.
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Alibaba Open-Sources Code Review Tool …
·5 min
Alibaba Open-Sources Code Review Tool open-code-review: Deterministic Pipeline + LLM Dual-Engine Analysis
Alibaba open-sources code review tool open-code-review, using a hybrid architecture of deterministic rule pipelines and LLM Agents. Supports line-level comments, OpenAI/Anthropic APIs, battle-tested at Alibaba scale, written in Go, fully free and open-source.
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·7 min
Getting Started with Claude Code: Five Dimensions That Show Why It Outperforms Ordinary AI
Claude Code isn't just a chat AI—it can directly read projects, modify code, and run commands. This article compares Claude Code with ordinary AI across five dimensions: interaction, context, execution, memory, and tool calling.
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·7 min
Getting Started with Claude Code: Five Dimensions to Understand Why It Outperforms Regular AI
Claude Code isn't just a chat AI—it can directly read projects, modify code, and run commands. This article compares Claude Code with regular AI across five dimensions to help you decide if it's worth trying.
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·7 min
Claude Code in Action: Building an Embedded Tetris Game with AI in 3 Hours
A hands-on case study: using Claude Code and the LVGL graphics library to build a Tetris game running on an embedded dev board from scratch in under 3 hours.
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·7 min
Claude Code in Action: Building an Embedded Tetris Game with AI in Under 3 Hours
A hands-on case: using Claude Code and the LVGL graphics library to build a Tetris game running on an embedded board from scratch in under 3 hours.
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·3 min
What Is CI/CD? A Complete Guide to Automated Release Pipelines at Tech Companies
CI/CD is the automated release pipeline powering modern software. Learn how continuous integration and deployment work, their core value, and where they can fail.
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·6 min
OpenAI vs Anthropic IPO Race: Who's Really Burning Cash? A Deep Dive Into AI Giants' Finances
OpenAI's adjusted operating margin hits -122%, Anthropic's profitability remains murky, and SpaceX claims a $22.7T AI market. A deep dive into three AI giants' real financials and the capital game behind the IPO race.
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·2 min
Handing Your Life to an AI Agent? The Real Dangers of Over-Authorization
A viral Reddit dark-humor post exposes the real risks of over-authorizing AI agents. When hallucination-prone AI is granted irreversible permissions, the consequences can be catastrophic. We break down key safeguards like least privilege and Human-in-the-loop.
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·3 min
GPT-5.6 Proves 50-Year Math Conjecture in One Hour — AI Independently Cracks a Scientific Problem
GPT-5.6 Sol Ultra proved the 50-year-old Cycle Double Cover Conjecture in one hour for under $500. Plus: Apple sues OpenAI, Google open-sources Gemma 4, and Zhipu AI targets AGI.
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·2 min
Siemens TIA Portal AI Agent in Practice: A New Paradigm for Intelligent Industrial PLC Programming
An in-depth look at how AI Agents empower Siemens TIA Portal PLC programming: project decomposition agents, local RAG knowledge retrieval, and automatic error repair working together to lower the barrier to industrial automation programming.
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·6 min
Cross-Model Review Between Claude and Codex: A Practical Workflow to Systematically Eliminate AI Code Bugs
Vibe Coding saves time but leaves piles of bugs? This article details the cross-model review workflow: Claude generates, Codex auto-reviews, with Stop Hook and Skill mechanisms building an AI code review system that intercepts problems automatically.
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·2 min
GPT-5.6 Opens to All: Three-Tier Model Lineup + ChatGPT Work Agent Reimagines the Workflow
OpenAI launches GPT-5.6 with three tiers — Sol, Terra, Luna. Terra cuts price in half; Luna inputs at $1/M tokens. ChatGPT Work agent automates tasks end-to-end; Codex merges into a unified platform.
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·6 min
Is AI Dream Interpretation Really Accurate? Unpacking the Technical Limits and the Truth Behind Psychological Suggestion
AI dream interpretation and personality analysis are trending on social media, but can AI really understand you? This article unpacks the technical limits and hidden risks—from the Barnum Effect to LLMs.
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·3 min
GPT-5.6 Three-Tier Model Lineup Leaked, OpenAI May Delay IPO to Next Year
OpenAI previews GPT-5.6 models Sol, Terra, Luna; Codex launches on mobile; SenseTime develops U1 Pro rivaling GPT Image; Gemini enters Android Auto; OpenAI IPO may slip to next year.
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·6 min
iRobot Launches Its First Manual Floor Washer, the Roomba Electro Plus: Brand Transformation or Category Expansion?
iRobot releases its first non-robotic product, the Roomba Electro Plus—a $399 5-in-1 hard floor washer combining vacuuming, mopping, and disinfecting. A deep analysis of iRobot's strategic intent and market impact.
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·7 min
The Birth of Claude Code: Design Philosophy from Internal Tool to AI Programming Assistant
An in-depth look at Claude Code's development and design philosophy: why the CLI form, how the "minimal scaffolding" architecture works, and how it balances safety with autonomy in AI programming.
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·7 min
The Complete Codex Guide: From Installation to Real-World Practice
Master OpenAI Codex fast, even from scratch! Learn Codex vs ChatGPT differences, four versions, interface tips, plugins & skills, browser automation, plus six best practices.
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·6 min
Taiganet and the WS4000 Simulator: The Reverse-Engineered Rebirth of Industrial Control Systems
Taiganet.com is simulating the WS4000 industrial control system. This niche project preserves the engineering wisdom from before the PLC and SCADA era. A deep look at the challenges of ICS simulators, knowledge preservation, and reverse engineering in OT security research.
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·6 min
How AI Rumors 'Killed' Jim Carrey: A Trust Crisis in the Age of Search
Jim Carrey was 'declared dead' by AI rumors, revealing how AI-generated content and SEO content farms systematically pollute the information ecosystem.
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