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·5 min
The DeepSeek Investor Q&A with Liang Wenfeng: Decoding Restrained Pricing and the AGI Roadmap
Decoding DeepSeek's Liang Wenfeng 4-hour investor Q&A: 10-month-payback restrained pricing, why open source doesn't hurt revenue, the Agent-continual learning-self-iteration AGI roadmap, plus domestic chips, talent, and your moat.
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·5 min
DeepSeek's Liang Wenfeng Investor Meeting: Restrained Pricing and the AGI Roadmap Explained
An analysis of DeepSeek's Liang Wenfeng 4-hour investor meeting: restrained pricing with 10-month payback, why open source doesn't hurt revenue, the Agent–continual learning–self-iteration AGI roadmap, plus domestic chips, talent, and your moat.
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·5 min
Liang Wenfeng's In-Depth Confession: DeepSeek's Philosophy of Restraint, Open-Source Strategy, and AGI Roadmap
DeepSeek founder Liang Wenfeng systematically explains: a KPI-free culture, 10-month break-even pricing, long-term open-source strategy, continual learning to break the AGI bottleneck, and his prediction of a mature domestic chip ecosystem within a year.
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·3 min
Beware of 'Free AI Model' Traps: A Deep Dive into the Real Risks
Videos promising 'free access to all global AI models' hide serious risks: fake version numbers, data leaks, and phishing scams. Here's what you need to know.
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·6 min
The CivitAI Early Access Controversy: Where Is the Boundary Between Open-Source Ethos and Commercialization?
CivitAI's paid "Early Access" mechanism has sparked heated debate on Reddit: should functional models stay locked behind paywalls long-term? An in-depth look at creator monetization, community consensus, and platform responsibility.
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·5 min
From Vibe Coding to AI Engineering: A Complete Guide to Enterprise-Grade Development
In the AI programming era, Vibe Coding alone can only build toys. This article deeply analyzes the complete engineering path from Vibe Coding to SDD spec-driven development, covering Claude Code and Codex tool selection, the SuperPower plugin, and domestic LLM comparisons.
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·4 min
Beyond Vibe Coding: A Complete Guide to Enterprise-Grade AI Engineering
Hit the Vibe Coding ceiling? This guide covers the three-stage AI coding progression path, Claude Code vs. Codex, SuperPower SDD, and how to go from vibe coding to enterprise-grade AI engineering.
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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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·3 min
How Vibe Coding Uses AI Design Systems to Break Free from Template Aesthetics
Claude Design banned its own aesthetic — here's what that reveals. Learn how Agent workflows, system prompts, and Skill division help you escape AI Slop and build a genuine personal design style.
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·3 min
Math Learning Path for Machine Learning: From Resource Overload to Systematic Mastery
Overwhelmed by ML math courses? This guide maps out linear algebra, calculus, and probability into a practical learning path — from core courses to reference books.
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·2 min
SVM Training Taking 10 Minutes? A Deep Dive into Grid Search Performance Pitfalls for Beginners
SVM training taking 10 minutes on 8,000 samples? This post dissects GridSearchCV combinatorial explosion, probability=True overhead, and redundant params — with actionable fixes.
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·3 min
Vibe Coding: Enterprise-Level Practices and a Skill Progression Guide for AI-Driven Frontend Development
A deep dive into Vibe Coding: how AI-led development workflows are reshaping frontend engineers' value. From interview hot topics to a three-tier competency model for the AI era.
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Bonsai Open Source Project Deep Dive: …
·2 min
Bonsai Open Source Project Deep Dive: A Fresh Approach to Edge AI with Lightweight Machine Learning
Bonsai is a Shell-based lightweight ML open source project that gained 196 GitHub stars in one day. This deep dive covers its TinyML positioning, edge AI use cases, and value for embedded AI developers.
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·2 min
Forge: Adding Reliability Guardrails to Local Model Tool Calling
Forge is an open-source Python middleware for local models (Ollama, llama.cpp, vLLM) that boosts tool-calling reliability via three-layer guardrails: validation, rescue parsing, and retry.
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·3 min
What Is Claude Code? A Five-Dimension Breakdown of AI Coding Assistants
Claude Code isn't just a chat AI — it reads your project files, edits code, and runs commands directly. See how it compares to ChatGPT and Cursor across 5 key dimensions.
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·2 min
Exposing the GPT-5.6 Marketing Scam: Are the Sol/Terra/Luna Sub-Models Real Releases or Just a Trap?
Is "GPT-5.6" with Sol, Terra, and Luna sub-models a real OpenAI release? We debunk the viral claims, expose third-party top-up risks, and show how to spot AI scams.
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·2 min
How to Trust AI-Generated Code: A Practical Verification Framework for Developers
AI writes code fast, but developers fear deploying it. Learn a systematic methodology for verifying AI-generated code — from generation to trusted production deployment.
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·3 min
Privacy Risks in Claude Code? Use Docker Sandboxes to Fully Isolate Your AI Coding Tools
Claude Code found to contain user monitoring logic, raising AI tool privacy concerns. Learn how to isolate Claude Code, Codex & Copilot with Docker Sandboxes — full setup and escape testing included.
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·3 min
LongCat 2.0: Meituan Trains a 1.6 Trillion Parameter LLM on Domestic Chips
Meituan open-sources LongCat 2.0, a 1.6T-parameter MoE model trained on 50,000+ custom chips without NVIDIA GPUs or Google TPUs, rivaling OpenAI and Google.
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·3 min
Africa's AI Governance Landscape: A Deep Dive into the AFTEC Policy Tracker
Carnegie's AFTEC database covers 1,034+ policy records across 54 African nations, revealing AI strategies, data sovereignty debates, and legislative gaps shaping Africa's algorithmic governance.
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