#SOUL model
193 related articles
Tutorials·2 min
Build an AI Agent in 200 Lines of Python: A Deep Dive into Five Core Modules
Build an AI Agent in 200 lines of Python from scratch. A deep dive into the five core modules: Prompt, Memory, Tool Use, RAG, and Skill, with progressive development workflow.
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Product Reviews·2 min
Hands-On Test: Kimi Agent Building Websites — 3 Scenarios Reveal OK Computer's True Capabilities
Hands-on review of Kimi's OK Computer Agent across 3 scenarios: data reports, interactive pages, and AI-generated art sites. A realistic look at its strengths and limits.
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Tutorials·2 min
OpenClaw Deployment Tutorial: Setting Up an AI Agent + Telegram Bot on a VPS
Step-by-step tutorial on deploying the OpenClaw AI Agent on a VPS from scratch, configuring Node.js, connecting a Telegram Bot for remote interaction, with security tips and expansion ideas.
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Expert Opinions·2 min
Programmers Who Can Only Call APIs Are Being Made Obsolete by AI Coding Tools
A shopping cart interview exposes programmers' fatal flaw: only knowing framework APIs, not data structures. AI tools now auto-generate CRUD code—first principles thinking is your real moat.
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Tutorials·1 min
Multi-Agent Collaborative Medical Consultation System: RAG + Local Deployment Practical Guide
A complete guide to building a multi-agent medical consultation system with RAG knowledge retrieval, local LLM deployment, and multi-agent architecture design.
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Deep Dives·1 min
Harness Engineering Explained: The Underlying Principles and Practical Methods for Controlling AI Agents
Deep dive into Harness Engineering: controlling AI Agents through rules, tool configuration, and workflow design, plus feedback mechanisms and Lifelong AI Agent practices.
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Tech Frontiers·1 min
OpenAI Acquires Jony Ive's IO Company for $6.5 Billion — The AI Hardware Era Has Arrived
OpenAI acquires Jony Ive's AI device company IO for $6.5 billion. The first product, set for 2026, aims to free users from screens, marking OpenAI's entry into AI hardware.
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Product Reviews·1 min
Open-Source AI Desktop Pet Cat: Qwen 3.5 Omni + ESP32 Create a Full-Modal Intelligent Companion
Open-source AI desktop cat project built with Qwen 3.5 Omni and ESP32-S3, featuring emotional voice interaction, visual perception, gesture control, and daily life logging with intelligent review.
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Deep Dives·2 min
Struggling with AI Agents? The Real Breakthrough Is Understanding the Fundamentals
Why do AI agents still underperform despite premium subscriptions and dozens of tools? Learn the 3 cognitive traps blocking most users and how to think like an agent architect.
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Tutorials·2 min
Obsidian + Claude Code Three-Layer Memory System: A Complete Solution to AI Cross-Session Amnesia
Learn how to build a three-layer memory system with Obsidian and Claude Code to solve AI cross-session amnesia. Runs locally with zero API costs, includes Memory.md template.
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Tutorials·1 min
ROS2 Beginner's Guide: Core Concepts, Differences from ROS1, and Version Selection
Essential ROS2 beginner's guide covering core concepts, key differences from ROS1, DDS communication, version compatibility, and selection strategies.
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Tutorials·2 min
Hermes Agent Scheduled Tasks in Practice: Three Scenarios to Let AI Work Automatically
Learn how to configure Hermes Agent scheduled tasks through three practical scenarios: weather forecast push, inspirational quotes, and GitHub version tracking—all using natural language with zero code.
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Tutorials·2 min
OpenClaw Persona Configuration Guide: Use soul.md and user.md to Turn AI into Your Digital Partner
Learn how to configure OpenClaw AI agent personas via soul.md and user.md files — set AI personality, communication style, and user relationships to transform AI from a generic chatbot into an efficient digital partner.
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Deep Dives·4 min
AI Agent Skill Architecture Breakdown: Decision Layer + Encapsulation Layer + Execution Layer Practical Guide
Deep breakdown of AI Agent Skill's three-layer architecture: decision layer dynamic routing, encapsulation layer SOP standardization, and execution layer state machine self-healing, with practical solutions for context explosion, error recovery, and generality balance.
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Tutorials·4 min
Hermes Agent in Practice: Building a Memory-Persistent AI Assistant with a Four-Layer Memory System
Deep dive into Hermes Agent's four-layer memory system architecture, covering Harness Engineering principles, Lark integration, persistent memory configuration, and autonomous Skill evolution for building AI assistants that never forget.
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Tutorials·3 min
Veo 3.1 Character Consistency Workflow: Five Steps to Professional AI Video
A detailed Veo 3.1 character consistency workflow using five steps: solid-background modeling, contact sheet generation, 9-panel scene grids, full-resolution frame extraction, and animation synthesis.
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Tutorials·3 min
Google AI Studio Prompt Tutorial: Turn Plain Language into Professional AI Video Prompts Instantly
Learn how to use Google AI Studio and Gemini to automatically transform simple plain language into professional AI video prompts with shot composition, lighting, and style descriptions for platforms like Kling, Jimeng, and Runway.
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Product Reviews·2 min
Dimension Music: A Free and Open-Source ACG PWA Music Player
Dimension Music is a free, open-source PWA music player for ACG fans, aggregating QQ Music, NetEase Cloud, and Bilibili sources with cross-platform support.
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Tech Frontiers·4 min
IBM Think 2025 Deep Dive: Rising Hallucination Rates in Reasoning Models and OpenAI's Acquisition of Windsurf
Deep dive into IBM Think 2025's Generative Computing and Granite 4, why reasoning model hallucination rates are rising, and OpenAI's $3B Windsurf acquisition strategy.
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Tech Frontiers·3 min
Why Did OpenAI's $3B Windsurf Acquisition Fall Apart? Microsoft's Veto and Google's $2.4B Lightning Grab
OpenAI's $3B Windsurf acquisition collapsed over a Microsoft IP-sharing clause. Google then swooped in with a $2.4B acqui-hire. A deep dive into the AI giants' power struggle.
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