#model-agnostic
87 related articles
·3 min
Fable 5 System Prompt Leak Analysis: The Core Design Logic Behind Nearly 100,000 Words of AI Behavioral Specifications
Deep analysis of Claude Code Fable 5's leaked 100K-word system prompt, covering Memory mechanisms, anti-hallucination strategies, Refusal Handling, and actionable prompt engineering practices.
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·4 min
Codewell Hands-On Review: Is This Terminal AI Coding Assistant with Nearly 40K GitHub Stars Actually Worth It?
Hands-on review of Codewell (formerly DeepSeek2E), the open-source terminal AI coding assistant with nearly 40K GitHub stars. Supports 25 LLM providers, local models at zero cost, and MIT license.
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·3 min
Pi: A Lightweight AI Coding Agent Framework — Setup & Hands-On Guide
A deep dive into Pi, a minimalist AI coding Agent framework covering multi-model support, extensions, skill loading, and hands-on custom extension building with model mixing strategies.
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·4 min
Hands-On Tutorial: Building an AI Trending News Dashboard from Scratch with Claude Code
Learn to build an AI trending news dashboard from scratch with Claude Code — no coding required. Covers CC setup, domestic model integration, and full-stack development.
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·4 min
HAMAS Multi-Agent Framework in Practice: A Guide to Building 5 AI Personas Working in Harmony
Learn how to build a multi-Agent AI team with the HAMAS framework: 5 role configurations, Skill mechanisms, gradient model scheduling, and solutions for AI hallucination and deception.
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·3 min
Xiaomi Open-Sources MiMo Code: Cross-Session Memory System Tackles AI Coding's Amnesia Problem
Xiaomi open-sources MiMo Code with SQLite FTS5-powered cross-session memory, solving AI coding assistants' context loss. Supports multi-Agent collaboration, million-line codebases, and OpenAI-compatible APIs.
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·3 min
Claude Code in Practice: A Complete Tutorial for Building a WebSocket Real-Time Chat Room from Scratch
A detailed walkthrough of building a real-time chat room from scratch with Claude Code, covering WebSocket server setup, multi-room private messaging, bug fixing, and prompt engineering tips.
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·2 min
Avoid oh-my-openagent: Hardcoded Model Identity Injection Wastes Half Your Tokens
Deep analysis of oh-my-openagent plugin's critical flaws: hardcoded Claude Opus 4.7 identity misleads non-Claude users, prompt injection doubles token costs. Includes alternatives and developer tips.
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·2 min
Building a CLI Coding Tool for DeepSeek with Claude Fable
A developer used Claude Fable to build a CLI coding tool powered by DeepSeek API — no VPN or subscription needed, just a DeepSeek API Key for command-line AI coding.
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·2 min
Codex vs Claude Code vs Cursor: In-Depth Comparison of AI Coding Tools
In-depth comparison of Codex, Claude Code, and Cursor across pricing, stability, and coding style. Codex offers better value with no rate limits, Claude Code excels at backend logic, and Cursor provides premium UX at higher cost.
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·3 min
Deep Dive into Google I/O 2025's Three Major Android Developer Productivity Updates
Deep dive into Google I/O 2025's three major Android productivity announcements: Android CLI stable release, Android Skills expansion, and Android Bench model evaluations for the Agentic Development era.
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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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·3 min
AI Coding Tools Showdown: Cloud Code, Cursor, Codex & OpenCode (International Big Four) VS China's Top Three
Comprehensive comparison of 7 mainstream AI coding tools in 2026: Cloud Code, Cursor, Codex, OpenCode vs Trae, Tongyi Lingma, Wenxin Quick Code across features, strengths, and use cases.
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·2 min
How to Connect Codex to DeepSeek Models: Free Switching via CC Switch
Learn how to connect OpenAI Codex to DeepSeek models via CC Switch, enabling free switching between DeepSeek and GPT with complete setup and routing guide.
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Tutorials·2 min
Anthropic's Official MCP Tutorial: From Protocol Principles to Production Deployment
Deep dive into Anthropic's open-source MCP protocol, covering client-server architecture, tool calling mechanisms, MCP server development, and remote deployment for standardized AI integration.
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Deep Dives·3 min
MCP (Model Context Protocol): Solving the Three Core Pain Points of AI Tool Calling
Deep dive into how MCP (Model Context Protocol) solves three core pain points of Tool Calling: verbose descriptions, unstable invocations, and lack of unified standards.
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Product Reviews·3 min
Non-Programmer Ships a Product in 16 Days Using AI Tools: A Complete Toolchain Retrospective
A non-coder indie developer shipped a product in 16 days using Gemini, Cline, MiniMax, and DeepSeek. Full retrospective on tool selection, model quality gaps, and practical lessons learned.
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Deep Dives·3 min
How Claude Code Works: Inside the Agentic Programming Tool
Deep dive into Claude Code's core mechanisms including tool calling, agentic search, memory systems, and MCP protocol extensions. Learn how this CLI agent tool autonomously plans and executes complex development tasks.
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Tutorials·3 min
The Complete Guide to Hermes Agent: Building a Self-Evolving AI Assistant from Scratch
Complete guide to Hermes Agent's five core pillars: Memory, Skills, Soul, Crons & self-evolution. Covers VPS deployment, Telegram setup, security management & best practices for building an AI assistant that grows stronger over time.
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Tutorials·3 min
Building an R Language AI Programming Workstation with Positron + Continue + DeepSeek
Step-by-step tutorial: Build an R language AI programming environment using Positron editor, Continue plugin, and DeepSeek models, covering installation, code autocomplete, and COSTAR prompt framework.
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