#LLM behavior editing
170 related articles
·3 min
Beware of Cursor's Cheap Subscription Traps: Official Subscriptions Are the Right Way
Cursor Pro's cheap plans hide risks like account bans, dumbing down, device locks, and data leaks. This article dissects the three main scams and their real costs.
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·3 min
Multi-Agent AI Paper Writing System: A Full-Stack Breakdown of FastAPI + Vue3
A deep dive into an AI paper writing system built with FastAPI + Vue3, covering multi-agent collaboration, RAG, streaming output, and full academic workflow automation.
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·2 min
OfficeCLI Hands-On: AI Batch Read, Edit & Generate Word/Excel/PPT Without Installing Office
Hands-on test of open-source OfficeCLI: a single binary reads, edits, and generates Word/Excel/PPT. 1,000 cells rewritten in 0.37s, Chinese text supported. Covers XML internals, real failures, and AI Agent integration.
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·6 min
The Three-Layer GTM Agent Architecture: Enabling AI to Truly Recognize Buyer Intent and Identity
An in-depth analysis of the three-layer GTM Agent architecture—the Signal, Buyer Intelligence, and Action layers—revealing how context graphs identify anonymous visitors and capture purchase intent.
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·7 min
Getting Started with Claude Code: Five Dimensions That Show Why It Outperforms Ordinary AI
Claude Code isn't just a chat AI—it can directly read projects, modify code, and run commands. This article compares Claude Code with ordinary AI across five dimensions: interaction, context, execution, memory, and tool calling.
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·7 min
Getting Started with Claude Code: Five Dimensions to Understand Why It Outperforms Regular AI
Claude Code isn't just a chat AI—it can directly read projects, modify code, and run commands. This article compares Claude Code with regular AI across five dimensions to help you decide if it's worth trying.
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·6 min
The Complete Guide to Using Claude in China: In-Depth Comparison of 4 Solutions and How to Choose
How can users in China use Claude? This article deeply compares four solutions: official subscription, proxy subscription (WildCard), relay platforms (2233/0011.ai), and API aggregation (OpenRouter).
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·2 min
Getting Started with Cursor: A Comprehensive Comparison of AI Coding Tools
A comprehensive comparison of Cursor, GitHub Copilot, Windsurf, Trae, and other top AI coding tools — helping developers and non-technical users choose the right AI programming assistant.
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·2 min
How to Get Back Cursor's Classic File Tree Interface: Two Methods, Under a Minute
Upgraded Cursor and can't find the classic file tree? Learn two quick methods to switch back from Agent mode using the Open Edit Window button or File menu.
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·6 min
The Evolution of Claude Code: From Manual Review to 65% Fully-Automated PRs
Anthropic engineers reveal Claude Code's 18-month evolution: system prompt cut by 80%, 65% of PRs shipped automatically by AI, Claude Tag collaboration, and the safety logic behind auto mode.
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·5 min
Advanced Claude Code in Practice: Building a Top-Tier AI Development Workflow
In-depth analysis of Claude Code customization methodology: from access, knowledge injection to tooling. Master context window management, zero-overhead Hooks, and MCP & Skills plugin primitives to build a scalable AI software engineering workflow.
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·4 min
NRF52840 Bluetooth Keyboard Development: Hardware Selection and AI-Assisted Project Setup
Building an NRF52840 Bluetooth left-hand keyboard from scratch: why NRF52840+ZMK, AI-assisted project init, pin assignment, and real-world debugging of Bootloader offsets and Kconfig configuration.
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·4 min
Vibe Coding in Practice: Ship an App from Idea to Live in 5 Steps with AI Tools
Use Google Stitch, AI Studio, AntiGravity, GitHub, and Vercel to go from idea to live app in 5 steps. A complete Vibe Coding walkthrough — minimal cost, no deep coding required.
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·3 min
Andrew Ng × Anthropic: A Practical Guide to Claude Code and Its Core Methodology
Andrew Ng and Anthropic's Claude Code course covers RAG development, data analysis, and Figma-to-frontend projects, with deep dives into context management, MCP tools, and CLAUDE.md architecture.
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·2 min
Grok 4.5 vs Composer 2.5: Real-World Code Benchmark — Who Wins?
A developer benchmarked Grok 4.5 High vs Composer 2.5 on real Terraform/AWS bug fixes. Composer 2.5 won decisively — even beating the pricier GPT-5.6 Sol.
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·2 min
Building 3D Aerial Combat Game AFTERBURN Solo with Claude Code: A Full Development Diary
An indie developer built low-poly aerial combat game AFTERBURN using Claude Code, covering flight controls, dogfight AI, weapon systems, and cinematic replay. A real look at AI-assisted game development.
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·2 min
Vibe Coding: A Complete Beginner's Guide to Building Products with AI
What is Vibe Coding? A complete guide covering core concepts, mindset shifts, and practical tips. No coding background needed — just clear intent and AI.
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·3 min
Altman Owns Reddit Stock Yet Reddit Bans AI Content? A Deep Dive into Platform Double Standards
OpenAI CEO Sam Altman owns ~8.7% of Reddit yet Reddit bans AI-generated content. Explore the conflict of interest, data monetization deals, and double standards.
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Causal Theory Cracks Open the LLM Blac…
·2 min
Causal Theory Cracks Open the LLM Black Box: A New Paradigm for Mechanistic Interpretability
How can we solve the LLM black box problem? This article explores how causal theory powers mechanistic interpretability research — from causal intervention and activation patching to circuit discovery — and its implications for AI safety and alignment.
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·3 min
31 Companies Sign Agent Privacy Pact: Industry Self-Regulation Framework Goes into Effect
31 companies sign China's first AI agent privacy pact covering screen-reading authorization, training data restrictions, and payment caps. Plus: domestic LLM tops OpenRouter, Meta's $40B compute bet, and agent commercialization challenges.
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