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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
Jun 5, 2026 · Artificial Intelligence

Why Generic AI Agents Fail in Real Estate and How a Home‑grown Agent Solved It

The article explains that generic large‑language‑model agents such as Claude CoWork stumble on real‑estate tasks because of extremely long decision chains, non‑standard data formats, heavy reliance on personal expertise, and zero tolerance for errors, and shows how DeepLinkRE‑LLM built a vertical‑focused agent with proprietary data, a knowledge graph, expert‑validated skills, and end‑to‑end execution to deliver accurate, traceable reports and reshape enterprise organization.

AI agentsAgent Engineeringenterprise AI
0 likes · 15 min read
Why Generic AI Agents Fail in Real Estate and How a Home‑grown Agent Solved It
Top Architect
Top Architect
Jun 5, 2026 · Databases

Eliminate LIKE% in MySQL: Use Full‑Text Search for Efficient Fuzzy Queries

This article explains why using LIKE% for fuzzy searches in MySQL is inefficient, introduces InnoDB full‑text search (available since MySQL 5.6), describes inverted indexes, shows how to create and query full‑text indexes with natural language, boolean, and query‑expansion modes, discusses relevance calculation, stopwords, token‑size parameters, and provides the syntax for dropping full‑text indexes.

Boolean ModeInnoDBInverted Index
0 likes · 12 min read
Eliminate LIKE% in MySQL: Use Full‑Text Search for Efficient Fuzzy Queries
Top Architect
Top Architect
Jun 5, 2026 · Artificial Intelligence

Gemini 3.2 Flash Revealed: Google’s New Model Beats Its Own Pro in Coding

Google’s Gemini 3.2 Flash model quietly surfaced online, instantly generating thousands of lines of complex code, outperforming its predecessor and even rivaling GPT‑5.5 in benchmarks while cutting inference costs dramatically, and it now powers an all‑in‑one AI assistant that integrates services like Canva, Instacart and OpenTable.

AI assistantAI benchmarkingCode Generation
0 likes · 8 min read
Gemini 3.2 Flash Revealed: Google’s New Model Beats Its Own Pro in Coding
Top Architect
Top Architect
Jun 5, 2026 · Artificial Intelligence

Gemini Omni Turns Sketches into Blockbuster Videos with a Single Prompt

Google’s Gemini Omni, unveiled at I/O, is a multimodal world model that can generate realistic video, edit it conversationally, and understand physics, offering a step‑change over previous text‑to‑video systems and raising new safety and strategic questions for AI development.

AI safetyAI video editingGemini Omni
0 likes · 9 min read
Gemini Omni Turns Sketches into Blockbuster Videos with a Single Prompt
Top Architect
Top Architect
Jun 4, 2026 · Artificial Intelligence

OpenAI Codex Now Available in ChatGPT Mobile App for All Users

OpenAI has released a preview of Codex for the ChatGPT iOS and Android apps, letting any user—including free‑tier—access the AI coding assistant on the go, with secure relay syncing, remote‑SSH support, and new workflow features such as bug investigation, decision‑making, and instant idea capture.

AIChatGPTCodex
0 likes · 7 min read
OpenAI Codex Now Available in ChatGPT Mobile App for All Users
Top Architect
Top Architect
Jun 4, 2026 · Artificial Intelligence

Microsoft Goes Solo with 7 New AI Models and Tools at Build 2026

At Build 2026 Microsoft announced a self‑driven AI strategy, unveiling seven in‑house MAI models for inference, coding, image and speech, integrating the Scout AI Agent into Teams, releasing a standalone GitHub Copilot desktop app, bringing Coreutils to Windows, and showcasing the MXC sandbox and Surface RTX Spark Dev Box for secure, high‑performance AI development.

AI Agent ScoutCoreutils for WindowsGitHub Copilot
0 likes · 15 min read
Microsoft Goes Solo with 7 New AI Models and Tools at Build 2026
Top Architect
Top Architect
Jun 4, 2026 · Artificial Intelligence

Testing Gemini Omni: Turn Sketches into Cinematic Videos with One Prompt

Google unveiled Gemini Omni at I/O, a multimodal world model that lets users edit videos by speaking a single sentence, turning simple sketches into cinematic clips, while offering conversational editing, digital‑twin avatars, emergent style‑transfer and scene‑continuation capabilities, all backed by a new multimodal training objective.

AI video editingGemini OmniGoogle DeepMind
0 likes · 10 min read
Testing Gemini Omni: Turn Sketches into Cinematic Videos with One Prompt
Top Architect
Top Architect
Jun 4, 2026 · Artificial Intelligence

Google’s Gemini 3.2 Flash Goes Live in Secret – Code Generation So Powerful It Dwarfs Its Own Pro Model

Google quietly released Gemini 3.2 Flash, discovered by a Reddit user, which can generate thousands of lines of code in a single prompt, leverages model distillation and sparsification to match near‑GPT‑5.5 performance while cutting inference cost 15‑20×, and now integrates with apps like Canva, Instacart and OpenTable as an all‑in‑one AI assistant.

AI integrationCode GenerationGemini 3.2 Flash
0 likes · 8 min read
Google’s Gemini 3.2 Flash Goes Live in Secret – Code Generation So Powerful It Dwarfs Its Own Pro Model
Top Architect
Top Architect
Jun 3, 2026 · Artificial Intelligence

Google’s Gemini 3.2 Flash Leaks Early: Coding Power That Dwarfs Its Own Pro Model

Google’s Gemini 3.2 Flash model quietly appeared on the web, delivering unprecedented code generation—over 2,200 lines from a single prompt—thanks to model distillation and sparsification, while cutting inference cost 15‑20× and integrating with apps like Canva, Instacart and OpenTable ahead of the I/O 2026 showcase.

AI benchmarkingCode GenerationGemini 3.2
0 likes · 8 min read
Google’s Gemini 3.2 Flash Leaks Early: Coding Power That Dwarfs Its Own Pro Model
Top Architect
Top Architect
Jun 3, 2026 · Artificial Intelligence

OpenAI Brings Codex to the ChatGPT Mobile App – Full Access for All Users

OpenAI has launched a preview of Codex inside the ChatGPT mobile app for both Android and iOS, giving every user—including free‑tier members—the ability to sync code‑related tasks, approve changes, and manage remote development environments from anywhere, backed by a secure relay layer and upcoming features such as programmatic tokens and HIPAA‑compliant hooks.

AI Code AssistantChatGPTCodex
0 likes · 7 min read
OpenAI Brings Codex to the ChatGPT Mobile App – Full Access for All Users