#LLM capabilities
4200 related articles
Tech Frontiers·4 min
Step 3.5 Flash Deep Dive: How a 196B Parameter Open-Source Model Beat Gemini
Deep dive into StepFun's Step 3.5 Flash: 196B parameter MoE model activating only 11B, 350 tokens/sec coding speed, 256K context window, local deployment ready. How it beats Gemini 3 Flash.
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Tutorials·2 min
Java Developers Transitioning to AI/LLM: Essential Skills and Practical Guide for 2025
How can Java developers transition to AI/LLM? This guide covers 10 core skills including Spring AI, LangChain4j, RAG, and DeepSeek API integration with practical tips.
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Tutorials·3 min
AI Agent Development in Practice: 5 Evolutionary Stages from API Calls to Multi-Agent Collaboration
A complete guide to AI Agent development evolution: from API First principles to multi-Agent collaboration, covering prompt optimization, context engineering, and memory mechanisms to build reliable enterprise Agent systems.
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Tech Frontiers·3 min
GPT Image 2 Generates APP Interfaces from Scratch — A Paradigm Revolution in AI Front-End Development
GPT Image 2 generates flawless text and photorealistic APP interfaces from scratch. Combined with Codex, AI front-end development enters a paradigm revolution. Coverage includes Amap's ABOT, LLM interpretability breakthroughs, and Huang's TPU rebuttal.
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Expert Opinions·2 min
Agent Observability in Practice: Self-Diagnostics, Implicit Signals, and Production Monitoring Systems Explained
Deep dive into AI Agent observability: self-diagnostics, explicit and implicit signal monitoring, trajectory visualization, and root cause analysis for production Agent systems.
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Product Reviews·4 min
Manus Hands-On Review: Testing a General-Purpose AI Agent Across Three Real-World Scenarios
Hands-on testing of Manus general AI Agent across history report generation, Tesla stock analysis, and GAIA benchmarks. Compares vertical vs general agents with scoring data and limitation analysis.
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Tutorials·3 min
OpenManus Local Deployment Guide: Real-World Testing with DeepSeek & Troubleshooting Tips
Step-by-step OpenManus local deployment guide covering Conda setup, DeepSeek API config, and Playwright installation. Real-world testing reveals performance, Token costs, and current limitations.
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Tutorials·4 min
Langmanus Multi-Agent Framework Deep Dive: Architecture Principles and Agent Extension in Practice
Deep dive into Langmanus multi-agent framework architecture, explaining LangGraph orchestration with Coordinator, Planner, Supervisor and execution agents, plus a hands-on guide to adding custom agents.
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Tutorials·4 min
OpenManus Local Deployment Tutorial: DeepSeek Configuration & Real-World Testing Results
Step-by-step OpenManus local deployment guide covering Conda setup, DeepSeek API configuration, and 3 real-world test cases validating AI Agent capabilities including web search and file generation.
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Product Reviews·4 min
Coze Space vs Manus: Hands-On Comparison — Which AI Agent Automation Tool Is Better?
Hands-on review of Coze Space with real-world tests including enterprise analysis reports and stock comparisons, plus a full comparison with Manus to see which AI Agent automation tool comes out on top.
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Product Reviews·4 min
Manus Hands-On Review: One Prompt to Build a Snake Game — What AI Agents Can Really Do
Hands-on Manus AI Agent review: generate a playable Snake game and physics animation site with one prompt. Covers registration, how it differs from ChatGPT, cloud execution, and current limitations.
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Product Reviews·4 min
Manus Full Public Launch Review: Can an AI Agent Really Help Beginners Build a Social Media Business?
Manus AI Agent is now fully open. This hands-on review tests it through a complete social media startup scenario—from research to content production—revealing its real capabilities and limitations.
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Industry Insights·3 min
Deep Analysis of the AI Coding Landscape: Why Context Determines the Fate of Cursor, Windsurf, and Their Peers
Deep analysis of the AI coding sector: from GitHub Copilot to Cursor's $10B valuation, why context is the core moat, and how startups compete with tech giants.
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Deep Dives·2 min
Hung-yi Lee's 2026 Course Notes: Deep Dive into the Three Core Capabilities of AI Agents
Notes from Hung-yi Lee's 2026 AI Agent course covering AI Agent definition, LLM-driven principles, and three core capabilities: Memory, Function Calling, and Planning with Tree Search.
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Product Reviews·3 min
Manus AI Deep Dive: What Makes the AI Agent Meta Acquired for $2 Billion So Powerful
In-depth testing of Manus AI across PPT creation, full-stack web development, and channel analytics. Discover why Meta paid $2 billion for this general-purpose AI agent.
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Tutorials·5 min
Trae MCP Plugin for FoxTable in Action: AI Builds a Complete Business System in 4 Minutes
Learn how a custom MCP plugin connects Trae AI IDE with FoxTable, using knowledge bases and prompt engineering to build a complete business system in 4 minutes.
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Product Reviews·4 min
Kimi OK Computer Hands-On Review: In-Depth Evaluation of AI Agent Performance Across Four Scenarios
In-depth hands-on review of Kimi's AI Agent 'OK Computer' across website building, data analysis, audio picture books, and PPT creation. Can an agent with 20+ built-in tools truly do your work?
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Product Reviews·3 min
Manus vs Tiangong vs Liaobots: AI Subtitle Translation Real-World Scoring Comparison
Real-world comparison of Manus, Tiangong, and Liaobots translating English tech presentation subtitles, scored across colloquial handling, terminology accuracy, and ASR error correction.
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Product Reviews·4 min
Manus AI Hands-On Review: Can This AI Agent Actually Do Your Work? 4 Real-World Scenarios Tested
In-depth hands-on review of Manus AI across 4 real scenarios: competitor analysis, content planning, no-code website building, and automated PPT creation. See how this AI Agent evolves from assisting thinking to executing tasks.
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Tutorials·2 min
Coze Tutorial: Complete Hands-On Guide to Building AI Agents Without Code
Complete guide to building AI agents on Coze with zero code, covering prompts, LLM parameters, plugins, knowledge bases, and memory functions.
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