JaiTTS โคลนเสียงไทยที่คะแนนแม่นกว่ามนุษย์ และเปิดใช้ฟรี

JaiTTS โคลนเสียงไทยที่คะแนนแม่นกว่ามนุษย์ และเปิดใช้ฟรี โดย Nokka (นก-กา) | 15 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka มีตัวเลขหนึ่งที่ผมอ่านแล้วต้องหยุดดูซ้ำ JaiTTS-v1.0 ทำคะแนน CER 1.94% ในการโคลนเสียงไทยช่วงสั้น Continue reading JaiTTS โคลนเสียงไทยที่คะแนนแม่นกว่ามนุษย์ และเปิดใช้ฟรี

Optimizing Large-Scale MongoDB Aggregation Pipelines: A Deep-Dive into Performance at Scale

Originally published on tamiz.pro. MongoDB’s aggregation framework is one of its most powerful features, enabling complex data transformations, joins, grouping, and analytics directly within the database engine. But as datasets Continue reading Optimizing Large-Scale MongoDB Aggregation Pipelines: A Deep-Dive into Performance at Scale

Testing the Service Layer – Part 1: What the Generic Suite Owes Every Service (Chapter 10)

In the preceding chapters, I built a clean architecture with a distinct demarcation line between the domain model, infrastructure, and web layers. The services orchestrate business logic without any awareness Continue reading Testing the Service Layer – Part 1: What the Generic Suite Owes Every Service (Chapter 10)

Hello guys recently build COPstark – A cloud budget optomization tool

Recently, I built COPstark, a cloud budget optimization tool that helps businesses analyze their AWS infrastructure, identify cost-saving opportunities, and make informed decisions about cloud spending. Services Cloud Infrastructure Recommendations: Continue reading Hello guys recently build COPstark – A cloud budget optomization tool

How We Built Scraping AI: Turning 500+ Enterprise Projects Into a Self-Serve API

From managed enterprise scraping at PigData to a high-scale developer API in six months. [!NOTE] TL;DR / Engineering Retrospective: Origin: PigData delivered 500+ custom enterprise scraping projects (spanning Tier-1 automotive, Continue reading How We Built Scraping AI: Turning 500+ Enterprise Projects Into a Self-Serve API

Azure Virtual Desktop Architecture: How Azure SQL Fits into the Broader Azure Platform

Azure SQL administration is not simply about writing T-SQL or managing databases. The deeper architectural challenge is understanding how compute, storage, networking, security, performance, availability, and disaster recovery interact across Continue reading Azure Virtual Desktop Architecture: How Azure SQL Fits into the Broader Azure Platform

How I Integrated WebMCP into My Developer Portfolio (And Turned It into an AI-Callable Agent)

Most developer portfolios are still static digital brochures. With the web is increasingly being explored by something else: AI agents. Browser agents, LLM-powered tools, and desktop AI assistants are starting Continue reading How I Integrated WebMCP into My Developer Portfolio (And Turned It into an AI-Callable Agent)