# AWS

Deep Dive into Claude Code SDK: A New AI Programming Paradigm for Auto-Writing Code and Reviewing PRs

In-depth analysis of Anthropic's Claude Code SDK & GitHub Action: piping, structured output, permissions, session resumption, and fully automated Issue-to-PR workflows.

Learning AI Large Language Models from Scratch: A Guide to Learning Paths, Hardware, and Programming Languages

Learning AI Large Language Models from Scratch: A Guide to Learning Paths, Hardware, and Programming Languages

A beginner's guide to learning AI large language models — covering learning paths, hardware requirements, Python essentials, and cloud services for learners at every level.

Anthropic Closes $65 Billion Series H, Valuation Approaches $1 Trillion

Tech Frontiers

Anthropic Closes $65 Billion Series H, Valuation Approaches $1 Trillion

Anthropic closes a $65B Series H round at a $965B valuation, co-led by Sequoia and others. Funds target frontier AI research and Claude compute scaling, setting a new tech private funding record.

Meta Muse Spark Technical Deep Dive: How Three-Dimensional Scaling Achieves 10x Compute Reduction

Research

Meta Muse Spark Technical Deep Dive: How Three-Dimensional Scaling Achieves 10x Compute Reduction

Meta reveals Muse Spark technical details: three-dimensional scaling across pre-training, RL, and test-time inference achieves over 10x compute reduction versus Llama 4 Maverick.

Tech Frontiers

June AI Showdown: Mythos, Sonnet 4.8, …

June AI Showdown: Mythos, Sonnet 4.8, and GPT-5.6 All Revealed

June 2025 becomes AI's densest release month: Anthropic Mythos nears launch, Claude Sonnet/Opus 4.8 skip-level upgrades, GPT-5.6 rapid iteration, DeepSeek V4 Pro permanent 75% price cut.

Cursor 2.0 in Practice: Vibe Coding Me…

Cursor 2.0 in Practice: Vibe Coding Methodology & Guide to 10x Coding Efficiency

Deep dive into Cursor 2.0's Vibe Coding methodology with two real-world scenarios: full-stack site building and enterprise bug fixing using the Rules, Commands, Context architecture for 10x dev efficiency.

Interpreting OpenAI's Frontier Governa…

Interpreting OpenAI's Frontier Governance Framework: Aligning with Global AI Regulatory Trends

Deep analysis of OpenAI's Frontier Governance Framework, examining its core elements in AI safety and risk management, and how it aligns with the EU AI Act, California AI regulations, and global trends.

Claude Code Installation & Agent Hands…

Claude Code Installation & Agent Hands-On Tutorial: Easy Enough for Non-Developers

Step-by-step Claude Code installation guide with Volcengine GLM5.1 Chinese LLM. Hands-on Agent demos for Bilibili data scraping and ComfyUI setup. No coding required.

How to Use Claude in China: Stable Acc…

How to Use Claude in China: Stable Access Solutions & Full Risk Analysis

Users in China face bans, registration hurdles, and payment limits when using Claude. This guide covers third-party mirror sites, model comparisons, and risks.

The EU AI Fund Controversy: Why GPU Subsidies Fail to Reach Real Entrepreneurs

The EU AI Fund Controversy: Why GPU Subsidies Fail to Reach Real Entrepreneurs

The EU AI Fund aims to provide GPU compute for startups, but entrepreneurs question resource allocation citing cronyism. Analysis of EU AI subsidy challenges vs. US market-driven models.

Tech Frontiers

OpenAI Partners with Brazilian Media G…

OpenAI Partners with Brazilian Media Giants Grupo Folha and Grupo UOL for Content Collaboration

OpenAI partners with Brazil's Grupo Folha and Grupo UOL to integrate quality Portuguese news into ChatGPT, emphasizing attribution and transparency in its latest global media expansion.

Google's 2026 Global Election Security…

Google's 2026 Global Election Security Plan: Information Governance, Cyber Defense, and AI Transparency

Google unveils its 2026 global election security plan focused on three pillars: accurate information access, cybersecurity defense support, and AI transparency through watermarking and content provenance standards.

Major Overhaul of GitHub's Bug Bounty Program: Higher Quality Thresholds and Redefined Shared Responsibility Boundaries

Major Overhaul of GitHub's Bug Bounty Program: Higher Quality Thresholds and Redefined Shared Responsibility Boundaries

GitHub overhauls its Bug Bounty program with higher quality standards, clearer shared responsibility boundaries, and adjusted low-risk vulnerability rewards. A deep dive into the three core changes.

How GitHub Is Building a General-Purpose Accessibility AI Agent: Lessons Learned and Technical Challenges

Research

How GitHub Is Building a General-Purpose Accessibility AI Agent: Lessons Learned and Technical Challenges

GitHub is building a general-purpose accessibility AI Agent to automatically detect and fix software accessibility issues. Explore the technical challenges, human-AI collaboration, and industry impact.

GitHub April 2026 Availability Report: 10 Incidents Explained and Impact Analysis

GitHub April 2026 Availability Report: 10 Incidents Explained and Impact Analysis

Analysis of GitHub's April 2026 availability report covering 10 service degradation incidents, their impact on CI/CD pipelines and Copilot, and how to build resilient architectures.

Amazon Kiro In-Depth Review: How Spec …

Amazon Kiro In-Depth Review: How Spec Mode Redefines AI Programming

In-depth review of Amazon's AI programming tool Kiro, detailing Spec Mode's three-phase structured workflow (Requirements → Design → Implementation), comparing it with Cursor, plus a full hands-on build of an expense tracking system.

Kiro IDE In-Depth Review: Can Amazon's…

Kiro IDE In-Depth Review: Can Amazon's AI Editor Replace Cursor?

In-depth review of Amazon's Kiro IDE after one week of use, covering Spec-driven development, Vibe mode, and comparisons with Cursor and Claude Code.

Kiro vs Cursor Hands-On: Can Amazon's …

Kiro vs Cursor Hands-On: Can Amazon's AI Coding Tool Hold Its Own?

Hands-on comparison of Amazon's Kiro vs Cursor on the same coding task, analyzing UI quality, feature completeness, and code quality to reveal the real gap.

MCP Apps Deep Dive: AI Tools Move from Text Exchange to Interactive Collaboration

Deep Dives

2026年5月28日·4 min

MCP Apps Deep Dive: AI Tools Move from Text Exchange to Interactive Collaboration

Deep analysis of MCP Apps: how Anthropic and OpenAI's official MCP extension enables AI tools to return interactive UIs, solving the context gap with Human-in-the-Loop collaboration.