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114 related articles
·7 min
Tencent DiscoBench: The First Benchmark for Evaluating LLM Search Agents' Ambiguity Clarification Capabilities
Tencent Hunyuan and Tsinghua jointly release DiscoBench, the first benchmark evaluating search agents' dynamic ambiguity clarification. Covering 463 ambiguity instances across 11 domains, it reveals real weaknesses of mainstream LLMs.
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·6 min
AMD Ryzen AI Halo Dev Kit: A $4,000 Local LLM Powerhouse Taking on Apple and NVIDIA
AMD officially unveils the Ryzen AI Halo local AI dev kit, priced around $4,000 with 128GB unified memory, capable of running 70B LLMs locally. An in-depth look at its specs, pricing, and market competition.
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·7 min
Hidden Authentication Backdoor Exposed in Tenda Router Firmware: Multiple Versions Affected, Users Beware
Researchers found a hidden authentication backdoor in multiple Tenda router firmware versions, letting attackers bypass passwords to gain admin access. Learn the technical principles, impact, and protection tips.
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·5 min
Content Screening in Production: Why Non-AI News Shouldn't Be Forced into Articles
Explore why non-AI news shouldn't be forced into tech articles. Learn about content screening mechanisms, topic classification models, and proper editorial gatekeeping.
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·2 min
Meta Smart Glasses Update: Tampering with the Privacy LED Will Automatically Disable the Camera
Meta's new smart glasses update automatically disables the camera if the Privacy LED is tampered with. A deep dive into the tech, the modder arms race, and whether hardware fixes can truly solve wearable privacy issues.
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·7 min
Amble Electric Buggy: A New Leisure Mobility Option Built for the 'Second Car'
Portuguese startup Amble launches an electric buggy positioned as a 'second car,' entering the leisure mobility market with boxy design and minimalist philosophy—no autonomous driving, no range race.
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·7 min
Learning Python from Scratch: A Complete Guide to the Three-Stage Learning Path
Want to learn Python from scratch but don't know where to begin? This article breaks down three stages—basic syntax, advanced mastery, and hands-on practice—with real projects in crawling, automation, and data analysis to help you build programming thinking.
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·7 min
DryFox v0.3.3: AI Agent Team Collaboration + Composable UI Panels Explained
In-depth look at DryFox v0.3.3's three core features: multi-role agent team collaboration, one-click reusable team templates, and block-style composable UI panels. With Stop Hook, file mailbox comms, and hot-reload plugins.
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·4 min
AI Learns to Speak Plant: How Smart Gardening Lets Plants Talk to Us
Plants speak through wilting, yellowing, and spots. This article explores how AI uses computer vision, sensor fusion, and LLMs to translate plant signals into human language, making smart gardening a reality.
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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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·2 min
Can Speaking Multiple Languages Slow Aging? Science Reveals the Secret of Cognitive Reserve
New research confirms from both population and individual levels that long-term multilingual use may slow cognitive and physical aging — and what this means for your health.
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·4 min
UK Real-Time Railway Map: Technical Insights from an Open Data Visualization Project
A deep dive into the UK real-time railway map project: open data integration, position interpolation, WebSocket push, and WebGL rendering for live transit visualization.
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·6 min
Java Developer's Guide to AI Application Development: Building an Airline Intelligent Customer Service System
A practical guide for Java developers to build AI apps without switching to Python. Learn LangChain4j, RAG, Function Calling, and MCP through an airline customer service project.
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·6 min
herder: A Terminal Multiplexer for Multiple Coding Agents — Say Goodbye to Session Management Chaos
herder is a terminal multiplexer for coding agents like Claude Code and Codex, combining tmux power with mouse support, agent state awareness, and session persistence for efficient multi-agent workflows.
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·5 min
Natively Porting Command & Conquer: Generals to macOS and iOS with the Fable Framework
Using the Fable porting framework, Command & Conquer: Generals has been natively ported to macOS, iPhone, and iPad. Explores DirectX-to-Metal challenges, touch adaptation, and game preservation.
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·6 min
Step-by-Step Guide: Power Codex with DeepSeek for Users Without ChatGPT Access
No ChatGPT account? No problem! Learn how to power Codex with DeepSeek API using the Codex++ management tool. Five easy steps, starting at just $1.40.
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·2 min
AI-Powered Logic Analyzer and Socket Debugging: A Breakthrough in Closed-Loop Embedded Programming
点线面 v4.3.0 enables AI to directly invoke logic analyzers and Socket debugging, closing the hardware-to-network feedback loop for embedded and IoT development.
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·4 min
Deep Dive: How Palantir Agents Interact with the Ontology
A deep dive into Palantir's five-layer Agent-Ontology architecture: how Context, Query, Logic, Action, and Governance layers work together to enable governed enterprise AI Agents, with a live demo.
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·3 min
Connecting an Open-Source AI Assistant to OpenClaw: A Complete Local Agent Setup Guide
Step-by-step guide to connecting an open-source AI assistant to OpenClaw: install Robust AI, configure gateway address, obtain API Key, and build a local AI agent with persistent memory.
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·4 min
AI Weekly: Top Coding Model Returns, Google's New Flash Checkpoint, and the Video Generation Race
This week in AI: Anthropic's flagship coding model returns globally with new safety classifiers, Google tests a new Gemini Flash checkpoint, video generation heats up, and Figure AI robots enter BMW factories.
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