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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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Top Architect
Top Architect
Oct 17, 2026 · Artificial Intelligence

Google Unveils Three Gemini Models, Starts 'Most Aggressive' Gemini 4 Training

Google DeepMind released three new Gemini models—3.6 Flash with 65% token reduction, 3.5 Flash-Lite outperforming larger models at lower cost, and 3.5 Flash Cyber for vulnerability detection—while confirming the start of 'most aggressive' pre-training for Gemini 4, signaling cheaper, faster AI agents for production.

AI AgentsGeminiGoogle DeepMind
0 likes · 8 min read
Google Unveils Three Gemini Models, Starts 'Most Aggressive' Gemini 4 Training
Top Architect
Top Architect
Oct 16, 2026 · Artificial Intelligence

How an OpenAI Engineer Maximizes Codex: Persistent Threads, Voice Commands & Automated Workflows

OpenAI Codex team member Jason Liu reveals how to transform Codex into a persistent autonomous agent using month-long conversation threads, voice-driven delegation, scheduled Heartbeats for Slack/email triage, verification-gated task completion, and local Obsidian-based memory management to avoid platform lock-in.

AI coding agentCodexObsidian
0 likes · 9 min read
How an OpenAI Engineer Maximizes Codex: Persistent Threads, Voice Commands & Automated Workflows
Top Architect
Top Architect
Oct 16, 2026 · Artificial Intelligence

Google Drops Three Gemini Models & Starts Gemini 4 Training

Google DeepMind simultaneously launches Gemini 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash Cyber, each targeting production AI agents with lower token usage, faster speeds, and specialized security capabilities, while confirming aggressive pre-training for Gemini 4.

AI AgentsAI modelsGemini
0 likes · 8 min read
Google Drops Three Gemini Models & Starts Gemini 4 Training
Top Architect
Top Architect
Oct 15, 2026 · Artificial Intelligence

Google Launches Three Gemini Models, Begins Gemini 4 Pre-training

Google DeepMind released three Gemini models—3.6 Flash (65% token savings on coding benchmarks), 3.5 Flash-Lite (350 tokens/sec, cheapest, beats larger model), and 3.5 Flash Cyber (security-focused, SOTA on CyberGym)—while confirming the most aggressive pre-training yet for Gemini 4, signaling cheaper, faster production AI agents.

AI AgentsGeminiGoogle DeepMind
0 likes · 8 min read
Google Launches Three Gemini Models, Begins Gemini 4 Pre-training
Top Architect
Top Architect
Oct 13, 2026 · Artificial Intelligence

Google Releases Three Gemini Models, Begins Gemini 4 Pre-training

Google DeepMind launched three new Gemini models—3.6 Flash with 65% token reduction, 3.5 Flash-Lite for high-speed low-cost processing, and 3.5 Flash Cyber for vulnerability detection—while confirming Gemini 4 pre-training has started.

AI AgentsGeminiGoogle DeepMind
0 likes · 8 min read
Google Releases Three Gemini Models, Begins Gemini 4 Pre-training
Top Architect
Top Architect
Oct 13, 2026 · Backend Development

Snowflake ID Collision in Production: Why Custom ID Generators Fail

A production incident caused by a flawed custom Snowflake ID generator with a 31-bit timestamp (24-day cycle), IP-based BusinessId collisions, and unconfigured WorkerId/DataCenterId led to duplicate order IDs; the article analyzes the root causes and recommends mature libraries like Hutool and Baomidou with proper WorkerId assignment strategies.

Backend Developmentbaomidoudistributed-id-generation
0 likes · 8 min read
Snowflake ID Collision in Production: Why Custom ID Generators Fail
Top Architect
Top Architect
Oct 12, 2026 · Backend Development

Universal Async Processing SDK: Spring Transaction Events + Kafka + XXL-Job for Guaranteed Execution

The article presents fc-async, an open-source universal asynchronous processing SDK that uses Spring's @TransactionalEventListener with fallbackExecution to decouple async tasks from business transactions, persists requests in MySQL, retries via XXL-Job, and consumes via Kafka, achieving eventual consistency without invading core code.

Eventual ConsistencyKafkaMySQL
0 likes · 12 min read
Universal Async Processing SDK: Spring Transaction Events + Kafka + XXL-Job for Guaranteed Execution
Top Architect
Top Architect
Oct 10, 2026 · Backend Development

Build Local Video Streaming with Spring Boot, FFmpeg, and ZLMediaKit

This tutorial demonstrates building a local video streaming pipeline using Spring Boot to orchestrate FFmpeg for transcoding and ZLMediaKit as the media server, covering Docker deployment, RTMP/HLS configuration, and a web-based FLV player using flv.js.

DockerFFmpegHLS
0 likes · 13 min read
Build Local Video Streaming with Spring Boot, FFmpeg, and ZLMediaKit