#security debt
175 related articles
·5 min
Why Are China's Open-Source AI Models Getting Stronger? A Deep Dive into Three Comeback Paths
Facing US chip bans and closed-source monopolies, how do China's open-source AI models keep striking back? A deep dive into three core paths: open-source pricing-power games, optical interconnect positioning, and edge-side use cases.
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·5 min
Why Are China's Open-Source AI Models Getting Stronger? A Deep Dive Into Three Comeback Strategies
Facing US chip bans and closed-source monopoly, how do China's open-source AI models keep fighting back? A deep dive into three core paths: open-source pricing games, optical interconnect positioning, and on-device scenarios.
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·6 min
Making Money with AI Coding Gigs: A Sober Breakdown and Honest Assessment of the Four-Week Learning Path
Can beginners really earn over 10,000 yuan in their first month with AI coding gigs? This article breaks down the four-week AI coding learning path week by week and objectively assesses the real monetization barriers.
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·3 min
InvokeAI In-Depth Review: Can It Replace SD WebUI and ComfyUI?
A hands-on InvokeAI review covering installation, VRAM optimization, infinite canvas, node workflows, and model management — with an objective comparison to SD WebUI and ComfyUI.
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·6 min
The Boundaries of AI Coding: When Should You Show Yourself a Red Card?
As AI coding assistants like Codex become standard, the risks of overreliance grow too. Learn when developers should "show a red card," reclaim control, and safeguard code quality and responsibility.
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·4 min
Vibe Coding vs. AI-Assisted Engineering: An In-Depth Look at Enterprise-Level Development
Can AI coding tools let non-developers replace programmers? This deep dive examines Vibe Coding's real limits, compares Claude Code vs. Codex, and reveals the methodology behind enterprise-grade AI-assisted software engineering.
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Windows Terminal: A Modern Command-Lin…
·2 min
Windows Terminal: A Modern Command-Line Experience Guide for Microsoft's Open-Source Terminal
A deep dive into Windows Terminal, Microsoft's open-source project featuring GPU-accelerated rendering, multi-tab panes, JSON customization, and WSL integration.
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·4 min
UK Sovereign AI: How Cosine AI Is Punching Above Its Weight Against American Compute Dominance
Cosine AI founder reveals how the UK's first sovereign LLM is being built — from government compute grants and RL credit attribution to multi-agent orchestration and synthetic data pipelines.
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·2 min
Daedalus: A Deep Dive into the Ollama-Based Local AI Engineering Runtime
Daedalus is an open-source local AI engineering runtime built on Ollama, covering architecture, debugging, and security. Zero token costs, full privacy, integrates with Claude Code and OpenCode.
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·2 min
Vibe Coding Beginner's Guide: Build Real Apps with AI — No Coding Experience Required
Vibe Coding lets anyone build apps using AI and natural language — no coding required. Learn the core concepts, real success stories (including a $1M app), and why Tencent, Alibaba & ByteDance are hiring for it.
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·3 min
Google Play July Policy Update: Minor Protection, Package Name Registration, and Compliance Guide
A deep dive into Google Play's latest policy updates: mandatory age-gating for anonymous chat apps, automatic package name registration, third-party AI data compliance, and the August 31 Target API Level deadline.
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·3 min
Modern Web Guidance: Getting AI to Generate Better Front-End Code
Google Developer Expert Raudy shares Modern Web Guidance at Google I/O Connect Berlin: a framework steering AI coding assistants to use native HTML/CSS over outdated JavaScript patterns.
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·6 min
OpenAI vs Anthropic IPO Race: Who's Really Burning Cash? A Deep Dive Into AI Giants' Finances
OpenAI's adjusted operating margin hits -122%, Anthropic's profitability remains murky, and SpaceX claims a $22.7T AI market. A deep dive into three AI giants' real financials and the capital game behind the IPO race.
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·2 min
Why System Architects Are Becoming the Most In-Demand Tech Talent in the AI Era
A veteran architect with 10+ years of experience reveals: in the AI coding era, the real scarcity isn't people who write code — it's people who design great systems.
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·3 min
Codex Practical Guide: A Complete Roadmap from Beginner to Advanced AI Programming
Master Codex AI programming assistant with this complete guide: CLI setup, slash commands, agents.md governance, MCP protocol, multi-agent systems, and enterprise plugin development.
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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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·3 min
One-Prompt Apps: Demos Are Easy, Shipping Is the Real Test
Is one-prompt app generation really that powerful? We break down three tiers of AI dev tools, expose the gap between demo and production, and compare top domestic platforms including Baidu Miaoda and Ant Lingguan.
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·2 min
GPT-5.6 in Practice: Full Restructure of a Real Small Product with Terra + Soul
Using GPT-5.6's Terra and Soul versions to fully restructure a real live product. Deep comparison of capabilities and cost-effectiveness, with practical tips on task-based model switching.
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Cdbx.ai Review: Build and Deploy Apps …
·2 min
Cdbx.ai Review: Build and Deploy Apps in the Browser with Natural Language
Cdbx.ai is an AI-powered browser IDE that generates full-stack code from natural language and deploys in one click. Read our in-depth review and comparison with v0, Replit, and Bolt.new.
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·2 min
Getting Started with Claude Code: AI Programming Has Entered Its Fifth Stage
Explore the five stages of AI programming evolution — from handwritten code to Claude Code and Codex enabling autonomous debugging and commits. Understand AI's limits from 0-to-1 vs 1-to-100, and what skills developers need next.
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