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·3 min
Deep Dive: SpaceX and Reflection AI Sign $6B+ Compute Leasing Deal
SpaceX and open-source AI lab Reflection AI sign a $150M/month compute lease totaling $6B+. Analysis of Colossus 2, NVIDIA GB300 chips, and AI compute market shifts.
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·2 min
MKBHD Dope Tech: Deep Dive into Four Cutting-Edge Display Technologies
Deep analysis of four display technologies from MKBHD's latest Dope Tech: Magic Screen MacBook touch solution, 7200Hz volumetric holographic display, Dell 52-inch 6K ultrawide, and Project Aura AR glasses.
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·2 min
GPT, Claude, Gemini vs. China's Top Three: A Complete Comparison of Coding Ability, Chinese Language Performance & Pricing
A side-by-side comparison of GPT, Claude, Gemini, Tencent Hunyuan, Qwen, and DeepSeek across coding ability, Chinese language performance, and API pricing to help you find the best fit.
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·4 min
Deep Dive into Cursor Refill Plugins: Pay-Per-Use Billing and Account Pool Scheduling Mechanisms
Deep analysis of Cursor refill plugin architecture: how clean account pool scheduling replaces cracking tools, the business logic of 35% pay-per-use pricing, and compliance risks developers should consider.
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·3 min
DeepSeek V4 Flash Free Usage Guide: Configuration for Cherry Studio and CC Switch
DeepSeek V4 Flash is free for a limited time with zero token charges. Learn how to register on OpenModel and configure it in Cherry Studio and CC Switch.
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·4 min
Claude Code Source Leak Revealed: The 5-Step AI Coding Agent Mechanism & Practical Pitfall Guide
Deep dive into Claude Code's leaked source revealing the 5-step AI coding Agent mechanism: progressive disclosure, precise indexing, surgical edits, auto-verification & graceful termination.
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·3 min
A Giant Shot: An AI Screenshot Tool with Built-in MCP That Lets AI Directly Control Your Computer
A Giant Shot is a desktop screenshot tool with a built-in MCP Server, offering 11 annotation tools, smart OCR, AI chat, and desktop automation for Cursor and Claude Desktop.
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·3 min
Founders Fund Invests in Shinkei: The Business Logic Behind a Humane Fish-Slaughter Robot
Founders Fund bets on Shinkei, a humane fish-slaughter robotics company. Its Poseidon robot automates Japan's Ikejime technique. Analyzing the tech moat, market opportunity, and food tech trends.
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·3 min
Fusion Startup Funding Landscape: A Deep Dive into the $7.1 Billion Flow and Industry Dynamics
Global fusion startups have raised $7.1B, heavily concentrated in top players. A deep analysis of funding patterns, tech pathways, commercialization challenges, and the investment logic behind this ultimate energy bet.
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·3 min
Claude Code's Hidden Advantages Explained: Design Choices Every AI Coding Tool Should Copy
Deep dive into Claude Code's leading design in agentic coding: skill script execution, CLAUDE.md imports, remote control, dynamic workflow orchestration, and why Cursor, Codex and others should adopt these features.
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·2 min
Self-Driving Labs: In AI Materials Science, the Moat Is the Lab, Not the Model
Self-driving labs integrate AI decision-making with automated experiments for closed-loop materials R&D acceleration. Learn why the real moat in AI materials science is the lab, not the model.
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·3 min
Complete Guide to OpenAI Codex: Installation, Configuration, and Practical Tips
Complete guide to OpenAI Codex APP covering installation, sandbox permissions, multi-task parallelism, Steer function, and practical tips for developers.
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·3 min
Claude Code Architecture Deep Dive: ReAct Loop, Context Window & CLAUDE.md Mechanism Explained
Deep dive into Claude Code internals: ReAct Loop execution cycle, 200K sliding context window, and CLAUDE.md persistent anchor — with architecture diagrams and Token optimization tips.
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·2 min
The Era of Managed Agents: Anthropic vs. Google's Two Diverging Approaches
Deep analysis of Anthropic vs Google's Managed Agent architectures, pricing strategies, and selection guidance. Managed Agents are emerging as a new AI infrastructure product category.
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·3 min
Multi-Agent Cost-Cutting Guide: 4 Documents to Slash 60-80% of Your Token Spending
Multi-agent bills out of control? This article breaks down two core token cost pain points and provides 4 actionable documents to cut multi-agent task costs by 60-80%.
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·3 min
PiDeck 0.5.0 Released: Ten Versions in One Week, a Complete Overhaul of the Desktop AI Agent
PiDeck 0.5.0 completes the rebrand from PiDesktop, shipping 10 versions with ~100 changes in one week: design system overhaul, dark mode, LAN sharing, Git integration, and dual-layer proxy config.
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·2 min
How Low-Quality RL Environments Sabotage Model Training: A Diagnosis and Repair Guide
Diagnose and fix common RL training environment issues including reward hacking, flawed state spaces, and broken verifiers that silently degrade model performance.
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·2 min
OpenAI Codex Free Reset Card Test: Can Your Quota Really Be Fully Restored?
Hands-on test of OpenAI Codex free quota reset cards, verifying whether both weekly and 5-hour rolling quotas can be fully restored. Includes usage methods and invite-a-friend rules.
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·3 min
AI Tool Fable Ports Classic FPS to Browser in Two Hours — With Full Multiplayer
A developer used AI coding tool Fable to port Return to Castle Wolfenstein to the web browser in just two hours with full multiplayer, revealing AI's power in system-level engineering.
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·2 min
ZeroStack: An In-Depth Look at the Rust-Based Minimalist Coding Agent That Uses Only 16MB of RAM
In-depth review of ZeroStack, a Rust-based coding agent using only 16MB RAM. Analyzing its file I/O, multi-model support, permission controls, and ideal use cases.
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