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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 25, 2026 · Artificial Intelligence

OpenAI's Jason Liu Reveals Advanced Codex Workflows for Continuous Automation

Jason Liu, author of the 13k-star Instructor library and new OpenAI Codex team member, shares his battle-tested Codex workflows: persistent cross-month threads, voice-driven delegation, Heartbeats scheduling for Slack/email automation, @computer UI control, verification via unit tests, local Obsidian memory management, and the new Goal mode for autonomous multi-day tasks.

AI coding agentCodexGoal mode
0 likes · 9 min read
OpenAI's Jason Liu Reveals Advanced Codex Workflows for Continuous Automation
Top Architect
Top Architect
Oct 23, 2026 · Artificial Intelligence

How an OpenAI Engineer Turns Codex Into a Persistent Autonomous Agent

Jason Liu, author of the 13k-star Instructor library and new Codex team member, shares his 'Codex-maxxing' workflow: long-lived threads, voice-driven tasks, Heartbeats scheduled automation, @computer GUI control, verification-gated loops, and local Obsidian memory vaults — enabling Codex to run unattended for hours or days.

AI AgentsCodexGoal mode
0 likes · 8 min read
How an OpenAI Engineer Turns Codex Into a Persistent Autonomous Agent
Top Architect
Top Architect
Oct 22, 2026 · Artificial Intelligence

Codex Maxxing: How OpenAI's Jason Liu Builds Persistent AI Workers

OpenAI Codex team member Jason Liu shares his advanced workflow turning Codex into a long-running autonomous agent using persistent threads, voice input, Heartbeats scheduling, @computer UI automation, local Obsidian memory, and verification loops for tasks like Slack triage, Amazon refunds, and code migration.

AI AgentsCodexGoal mode
0 likes · 9 min read
Codex Maxxing: How OpenAI's Jason Liu Builds Persistent AI Workers
Top Architect
Top Architect
Oct 20, 2026 · Artificial Intelligence

Claude Code Lead: Stop Using AI Conservatively — Four Dimensions for Ambitious Prompting

Claude Code lead Felix Rieseberg shares a framework for using AI more ambitiously across four dimensions — height, depth, breadth, and speed — with concrete techniques like setting unreasonable goals, demanding expert-level tools, cross-domain thinking, and external validation to push models beyond conservative outputs.

AI promptingClaude Codeambitious AI use
0 likes · 18 min read
Claude Code Lead: Stop Using AI Conservatively — Four Dimensions for Ambitious Prompting
Top Architect
Top Architect
Oct 20, 2026 · Artificial Intelligence

How an OpenAI Engineer Turns Codex Into a 24/7 Autonomous Coding Agent

OpenAI Codex team member Jason Liu shares his production workflow: persistent cross-month threads, voice-driven tasks, Heartbeats scheduled automation, Goal mode for self-directed execution, test-based verification loops, and local Obsidian vault memory — turning Codex from a chat tool into a continuous autonomous developer.

AI coding agentCodexGoal mode
0 likes · 9 min read
How an OpenAI Engineer Turns Codex Into a 24/7 Autonomous Coding Agent
Top Architect
Top Architect
Oct 18, 2026 · Artificial Intelligence

OpenAI Engineer's Codex Masterclass: Persistent Agents, Heartbeats & Local-First Memory

OpenAI Codex team member Jason Liu shares his production workflow for turning Codex into a persistent, self-driving agent system using cross-month threads, voice steering, Heartbeats scheduling, @computer UI automation, Goal mode, and an Obsidian-backed local memory vault — with concrete examples like auto-refund monitoring and Slack-driven animation rendering.

@computerAI coding agentCodex
0 likes · 9 min read
OpenAI Engineer's Codex Masterclass: Persistent Agents, Heartbeats & Local-First Memory
Top Architect
Top Architect
Oct 18, 2026 · Artificial Intelligence

Google Releases Three Gemini Models, Begins 'Most Aggressive' Gemini 4 Training

Google DeepMind released three new Gemini models—3.6 Flash with 65% token reduction, 3.5 Flash-Lite outperforming its larger sibling at lower cost, and 3.5 Flash Cyber for vulnerability detection—while confirming the start of pre-training for Gemini 4, signaling continued rapid advancement in production-ready AI agents.

AI AgentsGeminiGoogle DeepMind
0 likes · 8 min read
Google Releases Three Gemini Models, Begins 'Most Aggressive' Gemini 4 Training
Top Architect
Top Architect
Oct 17, 2026 · Backend Development

Elegant API Rate Limiting with Spring Interceptor, Redis & Custom Annotations

This article demonstrates building an elegant API rate limiter in Spring Boot using interceptors and Redis, evolving from a basic fixed-window implementation to a flexible annotation-driven design supporting per-endpoint limits, class-level defaults, and solutions for path parameters and sliding window logic.

API securityBackend DevelopmentCustom Annotation
0 likes · 21 min read
Elegant API Rate Limiting with Spring Interceptor, Redis & Custom Annotations