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Top Architect

Top Architect focuses on sharing practical architecture knowledge, covering enterprise, system, website, large‑scale distributed, and high‑availability architectures, plus architecture adjustments using internet technologies. We welcome idea‑driven, sharing‑oriented architects to exchange and learn together.

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Recent Articles

Latest from Top Architect

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Top Architect
Top Architect
Jul 23, 2026 · Artificial Intelligence

Gemini 3.2 Flash Goes Live: Code Generation That Outpaces Gemini Pro

Google’s Gemini 3.2 Flash model quietly appeared on the web, discovered by a Reddit user, and can be triggered via the Thinking+Canvas mode to generate massive, high‑quality code—over 2,200 lines for complex 3D physics, a PS5 UI, and even a functional Windows 98 environment—while using a distilled, sparsified architecture that cuts inference cost by 15‑20× and integrates seamlessly with apps like Canva, Instacart and OpenTable ahead of the I/O 2026 conference.

AI codingFlashGemini
0 likes · 7 min read
Gemini 3.2 Flash Goes Live: Code Generation That Outpaces Gemini Pro
Top Architect
Top Architect
Jul 23, 2026 · Backend Development

How Taobao’s Backend Architecture Evolved Over a Decade

The article walks through Taobao’s backend architecture transformation from a single‑server setup to a cloud‑native, micro‑service ecosystem, detailing fourteen evolutionary stages—including separate Tomcat and DB, caching, load balancing, sharding, NoSQL, ESB, containerization, and cloud deployment—while highlighting key concepts, challenges, and design principles.

CachingCloud NativeDistributed Systems
0 likes · 23 min read
How Taobao’s Backend Architecture Evolved Over a Decade
Top Architect
Top Architect
Jul 23, 2026 · Artificial Intelligence

Can Gemini Omni Turn a Sketch into a Blockbuster with One Prompt?

Google unveiled Gemini Omni at I/O, a multimodal world model that combines reasoning and generation to edit videos via conversation, understand physics, create digital avatars, and embed traceable watermarks, showcasing emergent capabilities that mark a step toward AGI.

AI video editingGemini OmniGoogle DeepMind
0 likes · 9 min read
Can Gemini Omni Turn a Sketch into a Blockbuster with One Prompt?
Top Architect
Top Architect
Jul 21, 2026 · Backend Development

Stop Confusing PO, VO, BO, DTO, DAO, and POJO – A Complete Guide

This article clarifies the roles and differences of PO, VO, BO, DTO, DAO, and POJO in Java backend development, showing where each object belongs in the architecture, providing concrete code examples, and offering practical advice to keep layers clean and maintainable.

ArchitectureBOBackend
0 likes · 11 min read
Stop Confusing PO, VO, BO, DTO, DAO, and POJO – A Complete Guide
Top Architect
Top Architect
Jul 21, 2026 · Artificial Intelligence

How Gemini Omni Turns Sketches into Blockbuster Videos with a Single Prompt

Google unveiled Gemini Omni at I/O, a multimodal world model that combines reasoning and generation to create realistic videos, edit them via conversation, understand physics, and visualize complex concepts, while introducing new training goals, emergent capabilities, and safety measures such as Avatar Flow and watermarks.

AI emergenceAI safetyGemini Omni
0 likes · 10 min read
How Gemini Omni Turns Sketches into Blockbuster Videos with a Single Prompt
Top Architect
Top Architect
Jul 21, 2026 · Artificial Intelligence

Google’s Gemini 3.2 Flash Quietly Launches, Outcoding Its Own Pro Model

Gemini 3.2 Flash silently appeared on the Gemini web UI, was first spotted by a Reddit user, and demonstrates a dramatic jump in code generation—producing up to 2,200 lines of Three.js, SVG, and even a functional Windows 98 environment—thanks to model distillation and sparsification that deliver near‑GPT‑5.5 performance at 15‑20× lower cost, while integrating apps like Canva, Instacart and OpenTable to become a full‑stack AI assistant.

AI codingGemini 3.2Google
0 likes · 8 min read
Google’s Gemini 3.2 Flash Quietly Launches, Outcoding Its Own Pro Model
Top Architect
Top Architect
Jul 20, 2026 · Artificial Intelligence

Google’s Gemini 3.2 Flash Quietly Launches, Cranking Out 2,200 Lines of Code in One Prompt

Google’s Gemini 3.2 Flash model slipped into the web silently, letting developers generate massive, interactive code—over 2,200 lines from a single prompt—thanks to aggressive model distillation, sparsification, and new "Thinking+Canvas" routing, while also integrating third‑party services like Canva and Instacart.

AI benchmarkingAI integrationGemini
0 likes · 8 min read
Google’s Gemini 3.2 Flash Quietly Launches, Cranking Out 2,200 Lines of Code in One Prompt
Top Architect
Top Architect
Jul 20, 2026 · Artificial Intelligence

How Gemini Omni Turns Sketches into Blockbuster Videos with a Single Prompt

Gemini Omni, Google DeepMind’s new world model, combines multimodal reasoning and generation to edit videos via conversational prompts, visualize complex concepts, create digital twins, and demonstrate emergent capabilities such as style transfer and scene continuation, while balancing trade‑offs across five evaluation pipelines and incorporating safety measures like Avatar Flow and forced watermarks.

AI emergent behaviorDigital TwinGemini Omni
0 likes · 9 min read
How Gemini Omni Turns Sketches into Blockbuster Videos with a Single Prompt
Top Architect
Top Architect
Jul 20, 2026 · Databases

Why You Should Stop Using Snowflake for IDs and Try a Shorter MySQL Auto‑Increment Solution

The article examines the drawbacks of using Snowflake for generating short numeric user IDs, details a MySQL auto‑increment based approach, reveals deadlock problems with REPLACE INTO, evaluates alternative schemes, and presents a final sharding‑friendly short‑ID design that meets performance and usability requirements.

DeadlockMySQLSnowflake
0 likes · 14 min read
Why You Should Stop Using Snowflake for IDs and Try a Shorter MySQL Auto‑Increment Solution
Top Architect
Top Architect
Jul 19, 2026 · Backend Development

Implementing Dynamic IP Blocking in Nginx with Lua and Redis

This guide explains how to build a dynamic IP blacklist for Nginx by comparing OS‑level iptables, Nginx deny rules, and application‑level checks, then detailing the chosen Nginx‑OpenResty, Lua, and Redis architecture, configuration snippets, and Lua script logic for automated blocking and rate limiting.

Dynamic blockingIP blacklistLua
0 likes · 11 min read
Implementing Dynamic IP Blocking in Nginx with Lua and Redis