#lock in
18 related articles
·2 min
Tokenmaxxing: OpenAI Invests $2M in Tokens to YC Startups — A New AI Startup Paradigm Emerges
What is Tokenmaxxing? OpenAI provides $2M in Token credits to each YC startup, marking a fundamental shift in AI startup investment. Analysis of Token-as-capital, how Tokenmaxxing startups operate, and potential risks.
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·2 min
OpenAI Launches Long-Term Token Discounts: As Compute Scarcity Becomes the Norm, How Should Enterprises Lock In AI Capacity
OpenAI launches 1-3 year Token commitment discounts as compute scarcity becomes the industry norm. Analysis of the compute bottleneck, business logic, and strategic implications for enterprises.
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·2 min
Firebase Agent Skills Explained: An All-in-One AI Agent Development Solution
Deep dive into Firebase Agent Skills architecture covering Firestore data backend, Firebase Auth, and AI Logic — three core components for building AI agent apps.
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Tutorials·4 min
Cursor + Codex Dual-IDE Collaboration: A Practical Methodology for Open-Source Project Customization
A complete methodology for open-source project customization based on real-world experience, detailing the Cursor+Codex dual-IDE workflow, seven-stage process, MVP validation, and AI source code reading techniques.
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Deep Dives·3 min
Deep Dive into Pi's Swarm System: A Biology-Inspired Multi-Agent AI Programming Architecture
Deep dive into Pi's swarm system architecture (26K GitHub stars): scout, worker, and soldier ant roles, pheromone communication, adaptive concurrency control, and how multi-agent collaboration revolutionizes AI programming.
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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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Tutorials·2 min
Building a Custom AI Agent to Automatically Write a Clock Program: AI-Powered Desktop App Development in Practice
A custom AI agent automatically writes a circular clock desktop program on the Volcano Visual platform, covering requirements analysis, code generation, self-inspection, and iterative bug fixing.
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Tutorials·3 min
Build a Website with AI from Scratch: A Complete Hands-On Guide from Generation to Deployment
A detailed guide for beginners on using Vibe Coding with Google AI Studio to generate web code, then deploying via GitHub and Netlify for a free static website accessible in China — no coding required.
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Tutorials
Windsurf Wave 3 Hands-On: Building a P…
·3 min
Windsurf Wave 3 Hands-On: Building a Professional Landing Page with AI from Scratch
Hands-on review of Windsurf Wave 3 showing how to build an AI services landing page from scratch. Covers multi-model switching, drag-and-drop image input, Claude 3.5 Sonnet code generation, and WordPress embedding.
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Industry Insights·3 min
The Lock-In Rule for AI Developers: How Deep Work Determines Project Success or Failure
Explore the Lock-In focus culture popular among AI developers, understand why deep work is critical in the fast-moving AI era, and get actionable tips to boost productivity.
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Tech Frontiers
DeepSeek TUI: A Terminal AI Coding Ass…
·3 min
DeepSeek TUI: A Terminal AI Coding Assistant Built in Rust with 2.3K GitHub Stars
DeepSeek TUI is an open-source terminal AI coding tool written in Rust, optimized for DeepSeek API, dubbed Claude Code for DeepSeek. Plus: AI joint ventures, Sierra's $950M raise, and AWS Agent infrastructure updates.
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Product Reviews·2 min
Claude Code Fast Mode Price Cut: Dual-Mode Workflow Reshapes the AI Programming Experience
Anthropic cuts Claude Opus 4.8 Fast mode pricing. Learn how the dual-mode workflow—Fast for interactive coding, Normal for async tasks—reshapes AI programming.
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Product Reviews
CodexPlusPlus: A Rust-Rewritten Codex …
·2 min
CodexPlusPlus: A Rust-Rewritten Codex Enhancement Tool That 10x Improves the Experience
CodexPlusPlus is a Rust-built open-source enhancement for OpenAI Codex with snippet management, multi-cursor editing, and auto login bypass. 4000+ GitHub Stars.
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Industry Insights·2 min
Europe's Hotel AC Limit at 23°C: When Degrowth Ideology Collides with Tech Innovation
A Dutch hotel's 23°C AC limit sparks tech debate on degrowth vs. innovation. Exploring how AI energy management can balance sustainability with comfort.
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Product Reviews·2 min
How to Choose an AI Coding Plan? Comparing Cursor, ChatGPT, GLM, and Other Top Options
Compare top AI coding plans including Cursor Max, ChatGPT Pro, GLM Coding Plan, and DeepSeek API — with pricing, performance, and use-case recommendations to help you choose.
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Tech Frontiers·2 min
AI Weekly: Kimi K2.6 Tops Open-Source Rankings, Qwen 3.6 and Google TTS Launch Together
Weekly AI roundup: Kimi K2.6 tops open-source rankings, Anthropic launches Opus 4.7 and Claude Design, Alibaba rolls out Qwen 3.6 series, Google releases emotion-controllable TTS model.
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Tutorials
Running AI Models on a P106 Mining GPU…
·3 min
Running AI Models on a P106 Mining GPU: Build a Local AI Workstation for Under $10
Build a local AI workstation with a P106 mining GPU for under $10. Run Live Portrait and other AI models locally with full privacy, zero marginal cost, and incredible value.
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Product Reviews
Kimi K2.6 Hands-On Review: A Zero-Barr…
·3 min
Kimi K2.6 Hands-On Review: A Zero-Barrier Experience for Building Dynamic Websites
Hands-on review of Kimi K2.6's Web Coding capabilities covering animation pages, corporate sites, and more. Built-in database and one-click deployment let anyone generate and launch dynamic websites via prompts.
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