#PPO
8549 related articles
Tutorials·4 min
Gemini CLI + Kali Linux in Practice: A Complete Guide to AI-Automated Penetration Testing
Complete guide to Kali Linux 2025.3 with Gemini CLI integration for AI-automated penetration testing using natural language to drive Nmap, Nikto, and more.
Read more →
Product Reviews·4 min
GPT-OSS 120B/20B Open-Source Model In-Depth Review: Comprehensive Testing on Hallucination, Reasoning, and Code
Comprehensive review of OpenAI's open-source GPT-OSS 120B and 20B models covering hallucination testing, logical reasoning, code generation, SQL queries, and document analysis with deployment guides.
Read more →
Tech Frontiers·3 min
Xbox Officially Rebrands to XBOX: The Brand Strategy Behind Going All-Caps
Microsoft officially rebrands Xbox to all-caps XBOX following a fan poll by new CEO Asha Sharma. Analysis of the design logic, social media-driven decisions, and gaming brand management trends.
Read more →
Tutorials·4 min
inaturalist-clumper: A Guide to Automatic Clustering of iNaturalist Observation Data
A detailed guide to Simon Willison's open-source tool inaturalist-clumper 0.1, which automatically clusters iNaturalist observation records by time and location, outputting JSON for nature blogs, data visualization, and static site integration.
Read more →
Product Reviews·4 min
Coze vs Dify vs n8n: In-Depth Comparison of the Top 3 AI Workflow Platforms in 2025
2025 comprehensive comparison of Coze, Dify, and n8n AI workflow platforms. Choose Coze for personal use, Dify for enterprise quick deployment, n8n for deep customization. Includes node comparison table and real-world cases.
Read more →
Deep Dives·4 min
The Agentic AI Explosion: A Complete Guide to the Paradigm Shift from Generative to Agentic AI in 2026
In 2026, the AI industry shifts from generative to Agentic AI. Deep dive into GPT-5.5 agent capabilities, Claude's autonomous learning, Physical AI deployment, DeepSeek V4, inference optimization, and the global AI competition landscape.
Read more →
Tutorials·3 min
Graphiti MCP Server Configuration Tutorial: Giving Cursor and Claude Code Persistent Memory
Step-by-step guide to configuring Graphiti MCP Server, adding persistent cross-session memory to Cursor and Claude Code via Neo4j temporal knowledge graphs.
Read more →
Tutorials·4 min
Open Agent Builder: Deployment Tutorial & Hands-On Guide for This Open-Source AI Agent Visual Builder
Complete guide to Open Agent Builder: an open-source visual AI agent builder with local deployment steps, stock analysis demo, and comparison with n8n and OpenAI Agent Builder.
Read more →
Tutorials·3 min
Claude Code Sub Agents in Practice: Reproducing Kiro's Spec-Driven Development Workflow in Three Minutes
Learn how Claude Code's new Sub Agents feature enables spec-driven AI development by creating three specialized agents (Architect, Planner, Engineer) to reproduce Kiro IDE's workflow with a TodoList demo.
Read more →
Tutorials·3 min
OpenAI Open-Sources GPT-OSS: Run O4-Level Models on 16GB VRAM — Complete Deployment Guide
OpenAI open-sources GPT-OSS (20B/120B) with MOE architecture and native FP4 precision. Run O3-level reasoning on a single RTX 4090. Full deployment guide for Ollama, vLLM, and more.
Read more →
Tutorials·3 min
AI Agent Prompt Engineering: A Practical Guide to the Three-Layer Architecture
A practical guide to AI Agent prompt engineering using a three-layer architecture: System Layer, Input Layer, and Action Layer — with n8n examples.
Read more →
Research·4 min
MEME Benchmark Reveals Critical Flaws in LLM Memory Systems: Dependency Reasoning Accuracy Below 50%
MEME benchmark first evaluates LLM memory dependency reasoning across 6 major systems—best accuracy only 42%. Deep analysis of cascade and missing task failures reveals path to next-gen AI memory.
Read more →
Product Reviews·3 min
AntiGravity + SkillBoss Hands-On: AI One-Click Video, Podcast, and E-commerce Website Generation Full Workflow
Hands-on testing Google AntiGravity IDE with SkillBoss plugin: AI video generation, podcast creation, and e-commerce deployment workflow, plus skill injection architecture and $15 full-stack setup.
Read more →
Product Reviews·4 min
HIX AI Full Review: Is the All-in-One AI Presentation, Video & Image Generator Actually Good?
Full hands-on review of HIX AI's all-in-one AI Agent platform covering AI presentations, Seedance 2.0 video generation, 4K image creation, and integration of top models like GPT-5.4 Pro and Sora 2 Pro.
Read more →
Tutorials·3 min
Novi AI + Seedance 2.0 Hands-On Review: Complete Tutorial for One-Click 5-Minute AI Short Drama Generation
Hands-on review of Novi AI Agent with Seedance 2.0: one-click generation of 5-minute AI short dramas from script to final cut. Detailed workflow, results, and pricing analysis.
Read more →
Industry Insights·4 min
AI Projects Command 2x the Rates While Traditional IT Struggles to Get Approved: The Real Freelance Market in 2024
In 2024, AI projects command day rates up to 4,000 RMB while traditional IT budgets shrink. A freelance developer's real experience reveals AI premiums, workflow orchestration differentiation, and B2B survival strategies.
Read more →
Tech Frontiers·4 min
Windows 11 Taskbar Can Now Be Freely Moved! Start Menu Size Is Also Adjustable
Microsoft is testing a movable taskbar and resizable Start menu in the Windows 11 Insider Experimental channel. Users can place the taskbar at the top, bottom, or sides and customize Start menu size.
Read more →
Tutorials·4 min
Google AI Studio Tutorial: Free Watermark-Free Image Generation, AI Voice & Zero-Code Apps
Master Google AI Studio: watermark-free AI image generation, multi-character text-to-speech, zero-code app building with Firebase. Covers Playground settings, Build features, and quota tips.
Read more →
Deep Dives·4 min
Five Core Concepts of AI Programming: A Complete Guide from Prompt to Harness Engineering
A clear breakdown of five core AI programming concepts — Prompt Engineering, Context Engineering, Agent, Skill, and Harness Engineering — with real-world use cases and advice for indie developers.
Read more →
Product Reviews·3 min
MeMo Open-Source AI Agent Platform In-Depth Review: Long-Term Memory + MCP Protocol + Multi-Bot Collaboration in Practice
In-depth review of MeMo, an open-source AI Agent platform. Covers long-term memory, MCP protocol, multi-Bot container isolation, omni-channel deployment, with setup tutorials and usage tips.
Read more →