#device tree
259 related articles
·2 min
Databricks Open-Sources Omni: A Meta-Framework for Unified Management of All AI Agents
Databricks open-sources Omni under Apache 2.0 — a meta-framework unifying Claude Code, Codex & more AI Agents with shared sessions, cross-vendor review & enforced security policies.
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·4 min
Five Essential Cursor Skills Every QA Engineer Needs: A Complete Breakdown
A detailed guide to five essential Cursor Skills for QA engineers: PRD analysis, test case generation, JMeter scripting, load test reports, and web automation.
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·3 min
Andrew Ng and Anthropic's Definitive Claude Code Tutorial: A Deep Dive
Andrew Ng and Anthropic launch a Claude Code course covering context management, parallel sessions, MCP server integration, and hands-on projects in RAG, data analysis, and Figma-to-code conversion.
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·3 min
Google Launches European Robotics Accelerator: 15 Startups Selected as the Physical AI Race Begins
Google launches its European Robotics Accelerator with 15 startups selected. The program offers Gemini Robotics models, AI stack access, and team support to advance Physical AI.
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·3 min
5 Ways to Deploy LLMs Locally: From Getting Started to Production
A complete guide to 5 local LLM deployment methods: LlamaCPP, Ollama, LM Studio, vLLM/SGLang, and MLX-LM — from personal dev to production environments.
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·4 min
AI Agent Development: A Complete 6-Week Systematic Learning Roadmap
A 6-week systematic learning roadmap for AI Agent development, covering core architecture, ReAct principles, multi-agent collaboration, RAG integration, and deployment.
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·3 min
Claude Code Installation Guide & The Five Stages of AI Programming Tools Explained
Complete Claude Code installation guide with the five stages of AI programming tools, from manual coding to agents. Learn 0-to-1 project building and 1-to-100 iteration challenges.
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·2 min
Agent Device: The Automation Tool That Lets AI Autonomously Operate and Verify on Mobile Phones
Agent Device is a CLI tool by Costec that uses accessibility snapshots to let AI coding Agents control iOS and Android devices for automated verification, script replay, and CI testing.
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·4 min
AI Agent in Practice: Building a Commercial-Grade Programming Agent from Scratch
A deep dive into AI Agent development, from the core principles of perception-decision-action to a Vue3 auto-creation demo, covering LangChain, LangGraph, MCP, and the full tech stack.
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Loop Engineering: The Paradigm Shift f…
·3 min
Loop Engineering: The Paradigm Shift from Prompt Engineering to Automated Programming Agents
Deep dive into Loop Engineering's five core components including worktree isolation, skill files, and sub-agent separation. Explore why loop design is harder than prompt engineering.
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·3 min
OpenAI Realtime API Deep Dive: Use Cases, Technical Challenges, and Industry Trends
Deep dive into OpenAI Realtime API's core capabilities and developer ecosystem, covering use cases like smart customer service, language learning, and real-time translation, plus technical challenges and industry trends.
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·3 min
OpenAI Codex Deep Dive: Core Capabilities and Engineering Best Practices Guide
Deep dive into OpenAI Codex's core capabilities including multi-task parallelism, Agent Loop mechanism, and Specification-Driven Development (SDD), with learning resources and advanced paths for mastering AI programming workflows.
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·1 min
What Apple Bringing Visual Intelligence to visionOS Really Means
Apple is porting Visual Intelligence from iPhone to visionOS, enabling Vision Pro users to identify objects, translate text, and compare prices just by looking. This move may pave the way for lighter AR glasses and marks a key strategic push in AI + spatial computing.
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·3 min
Design Mode: Update UI in Real Time by Pointing, Drawing, or Speaking
Design Mode is a new UI design interaction method supporting point, draw, and voice to directly modify interfaces in real time. Learn how it works and its impact on development.
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·2 min
OpenAI CFO In-Depth Interview: $122 Billion Fundraise, the Compute War, and New AI Devices
OpenAI CFO Sarah Fryer details the $122B fundraise logic, compute supply bottlenecks, 97% cost reduction, Jony Ive consumer hardware, and ChatGPT ad strategy.
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·3 min
OpenHuman In-Depth Review: Innovation Highlights and Privacy Concerns of a 15,000-Star Desktop AI Assistant
In-depth analysis of OpenHuman desktop AI assistant: anthropomorphic interaction, transparent memory tree highlights, and privacy risks behind its misleading "local-first" claims.
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·2 min
Tsinghua and Zhipu Release Full-Stack Web Dev Benchmark: Top AI Models Fail Spectacularly
Tsinghua and Zhipu AI release a full-stack web dev benchmark with three difficulty levels. Top models like Gemini 2.5 Pro see scores plummet from 63 to 11.7 on full-stack tasks, exposing AI's real limits.
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·1 min
Gemini Desktop Client Experience Across All Platforms: Where It Beats the Web Version
Google Gemini launches Windows and Mac desktop clients. Real-world testing shows faster startup, better file handling, and lower resource usage vs. the web version.
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·3 min
CODESYS MCP Tools Explained: Configuration and Practice for AI-Driven PLC Programming
Detailed guide on CODESYS MCP Server architecture, 19 tool capabilities, IDE and AI client configuration, with traffic light and motion control program generation demos.
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·2 min
GPT 5.6 Internal Testing Codename Revealed, Google Pays SpaceX $920M Monthly for Computing Power
OpenAI begins GPT 5.6 Kindle Alpha internal testing with stronger base reasoning. Google partners with SpaceX at $920M/month for computing power. Gemma 4 QAT enables edge deployment, Claude Cowork doubles credits.
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