Briefing Cover

2025-10-29 Daily AI Full-Stack Architecture Tech Briefing

Wednesday

Welcome to this edition, featuring 35 articles.

📚 Contents/📝 TL;DR

Enabling AI Tool Call via MCP Protocol

The MCP Protocol standardizes the interaction between AI models and external tools, serving as a critical step in enabling AI agents.

Airbnb Mussel V2: The Way of Reengineering Engineering Architecture

Airbnb reengineered the key-value storage Mussel v2, achieving unified stream and batch processing and simplified operations.

Couchbase Magma Engine Practice at iQiyi

Magma engine achieves high data density, allowing Couchbase to maintain high-performance caching even with TB-level data.

Optimizing Network Security and User Experience through CGNAT Detection

Using machine learning to identify CGNAT IPs, balancing security defense with user access rights.

Migrating Oracle Reference Partitioning Tables to Amazon RDS or Aurora PostgreSQL

Leverage triggers to simulate Oracle reference partitioning logic, addressing data locality challenges during database migration.

ByteDance Lynx: A Cross-Platform Experiment between Vue and Native

ByteDance Lynx introduces dual-thread native rendering, filling the gap in Vue's native mobile development.

JUnit 6.0 Release: Modern Testing under Java 17 Baseline

JUnit 6.0 Release: Enhanced Kotlin Coroutines Support and Raised Baseline Requirements

Huawei Open-Sources openYuanrong: A New Paradigm for Distributed Computing Engines

Huawei open-sources its self-developed Serverless distributed computing engine, aiming to unify general-purpose and AI computing resources to enhance the efficiency of developing and operating complex distributed applications, addressing the resource fragmentation issues caused by heterogeneous Serverless clusters.

SQL and AI Integration: Snowflake Cortex AISQL

Enables data analysts to use SQL for AI Pipeline, significantly lowering the threshold for unstructured data analysis.

OpenAI's GPT-OSS-Safeguard-20B is now available in Vercel AI Gateway

Vercel AI Gateway integrates OpenAI's latest open-source model GPT-OSS-Safeguard-20B.

Cloudflare WARP Development Journey: How to Reconstruct a VPN Prototype

Exploring the Edge of the Linux Network Stack to Reveal How to Solve Large-Scale VPN Traffic Egress Challenges

1X Technologies Launches Home Humanoid Robot NEO

Home humanoid robot NEO launched, focusing on subscription model and AI interaction.

Nanhu Futures' Smooth OS Migration to TencentOS Server

Using in-place replacement technology, ensured smooth transition and business continuity for financial-grade systems.

NVIDIA GTC 2025: The Boundary Between AI Factories and Physical Intelligence (Cloud Perspective)

In-depth GTC review, focusing on NVIDIA's redefinition of AI and cloud communications.

NVIDIA GTC 2025: The Boundary of AI Factories and Physical Intelligence

Jensen Huang introduces the AI factory concept, where compute power is the production resource, and NVIDIA is comprehensively positioning itself in physical AI.

NVIDIA GTC 2025 Full-Scale Breakout: From Computing Power to Communication Intelligence

NVIDIA GTC launches AI-RAN platform, building global smart infrastructure.

Apache Doris 4.0 Release: AI, Search, and Stability Leap

Doris 4.0 enhances AI and search, introducing Spill Disk to ensure computational stability.

Defending Against ACK-based DDoS Attacks in QUIC

Mitigate QUIC ACK attack risks at the protocol layer by introducing packet skipping.

Escaping the Linux Network Stack: Cloudflare's Path to Ultimate Performance

In high-performance scenarios, the generality and performance requirements of the Linux kernel's network stack are often at odds.

TCP Connection Characteristics Survey from Cloudflare's Data Perspective

Large-scale telemetry reveals real-world distribution of internet traffic, guiding network protocol optimization.

Extending GPU Resource Sharding and Orchestration with NVIDIA Run:ai to the Edge

Run:ai combined with Amazon EKS enables unified scheduling of GPU resources in edge environments.

Silicon Valley Leaders Bet on Chinese Open-Source Models, Inference Cost Reduction Becomes New Creed

Silicon Valley is shifting to Chinese open-source models to achieve extreme inference cost reduction.

NVIDIA Run:ai + EKS Extends to Edge Computing

Run:ai extends support for EKS edge environments, optimizing distributed GPU scheduling.

Reference Partitioning Migration from Oracle to PostgreSQL: A Practical Approach

AWS tutorial demonstrates how to migrate Oracle reference partitioned tables to PostgreSQL using AWS DMS and triggers.

Snowflake Workspaces: Modern SQL Development Environment

Bring modern development experience (IDE) into SQL environment to enhance collaboration efficiency for data teams.

Enabling Marketing Analytics with Data Clean Rooms and Snowpark

Privacy compliance and high-performance data collaboration enabled through containerized model deployment.

AWS EC2 Capacity Manager: Centralized Resource Control

AWS has introduced the EC2 Capacity Manager to achieve centralized resource and cost governance.

Docusaurus 3.9 Release: Native Support for AI Search

Docusaurus 3.9 Update: Supports AI search and upgrades Node.js baseline.

Vercel Achieves TISAX AL2 Compliance Certification, Enabling Service to Automotive Industry Partners

Vercel has obtained TISAX AL2 compliance certification, positioning itself to serve automotive and manufacturing clients.

Vercel Obtains TISAX AL2 Certification

Vercel has obtained the TISAX AL2 information security certification, which is widely adopted in the automotive and manufacturing industries.

Tech Potpourri: Various perspectives from betting to life choices

An industry potpourri exploring the essence of risk and betting, covering technology, finance, and social observations

Leakage Rumors Surround OpenAI's GPT-5.1 Mini Model

OpenAI Leaks GPT-5.1 Mini Model Traces, Product Growth Under Scrutiny

Cloudflare Helps Defend Moldova's Election

Cloudflare successfully mitigated large-scale DDoS attacks during Moldova's election.

Cursor Founder Resignation Notice

Cursor Co-Founder Arvid Lunnemark Announces Resignation.

NASA: The Dusty Form of the Ghost Nebula

NASA shares astronomical photos of the Ghost Nebula.

Primary

Enabling AI Tool Call via MCP Protocol

Source

Airbnb Mussel V2: The Way of Reengineering Engineering Architecture

Source

Couchbase Magma Engine Practice at iQiyi

Source

Optimizing Network Security and User Experience through CGNAT Detection

Source

Migrating Oracle Reference Partitioning Tables to Amazon RDS or Aurora PostgreSQL

Source

ByteDance Lynx: A Cross-Platform Experiment between Vue and Native

Source

JUnit 6.0 Release: Modern Testing under Java 17 Baseline

Source

Huawei Open-Sources openYuanrong: A New Paradigm for Distributed Computing Engines

Source

SQL and AI Integration: Snowflake Cortex AISQL

Source

OpenAI's GPT-OSS-Safeguard-20B is now available in Vercel AI Gateway

Source

Cloudflare WARP Development Journey: How to Reconstruct a VPN Prototype

Source

1X Technologies Launches Home Humanoid Robot NEO

Source

Nanhu Futures' Smooth OS Migration to TencentOS Server

Source

Essential

NVIDIA GTC 2025: The Boundary Between AI Factories and Physical Intelligence (Cloud Perspective)

Source

NVIDIA GTC 2025: The Boundary of AI Factories and Physical Intelligence

Source

NVIDIA GTC 2025 Full-Scale Breakout: From Computing Power to Communication Intelligence

Source

Apache Doris 4.0 Release: AI, Search, and Stability Leap

Source

Defending Against ACK-based DDoS Attacks in QUIC

Source

Escaping the Linux Network Stack: Cloudflare's Path to Ultimate Performance

Source

TCP Connection Characteristics Survey from Cloudflare's Data Perspective

Source

Extending GPU Resource Sharding and Orchestration with NVIDIA Run:ai to the Edge

Source

Silicon Valley Leaders Bet on Chinese Open-Source Models, Inference Cost Reduction Becomes New Creed

Source

General

NVIDIA Run:ai + EKS Extends to Edge Computing

Source

Reference Partitioning Migration from Oracle to PostgreSQL: A Practical Approach

Source

Snowflake Workspaces: Modern SQL Development Environment

Source

Enabling Marketing Analytics with Data Clean Rooms and Snowpark

Source

AWS EC2 Capacity Manager: Centralized Resource Control

Source

Docusaurus 3.9 Release: Native Support for AI Search

Source

Vercel Achieves TISAX AL2 Compliance Certification, Enabling Service to Automotive Industry Partners

Source

Vercel Obtains TISAX AL2 Certification

Source

Tech Potpourri: Various perspectives from betting to life choices

Source

Leakage Rumors Surround OpenAI's GPT-5.1 Mini Model

Source

Cloudflare Helps Defend Moldova's Election

Source

Cursor Founder Resignation Notice

Source

NASA: The Dusty Form of the Ghost Nebula

Source