Work

Overview Nuteo Platform is a full-stack ERP system built for modern businesses. Version 3.5 brings multi-agent orchestration and autonomous workflow capabilities — designed for teams that need more than just task management. Tech Stack Frontend: Next.js 16 (App Router, TypeScript, Tailwind) Backend: Node.js APIs + Supabase (self-hosted) AI: Ollama + MiniMax-M2.7 / GLM-5.1 (local LLM orchestration) Database: PostgreSQL via Supabase Infrastructure: Docker, Ubuntu 24.04, Cloudflare Key Features Multi-tenant SaaS architecture Real-time collaboration (WebSocket) AI-powered automation pipeline Custom workflow builder (drag-and-drop) Role-based access control API-first design Status 🟢 Active Development — Production ready for small teams ...

Why This Article Covers Four Minor Versions at Once Go releases happen every six months. Reading four sets of release notes in a row is not how anyone wants to spend an afternoon. But if you’re running Go in production, you need to know what’s changed. This covers Go 1.22 through Go 1.26 — the versions that dropped between early 2024 and early 2026. That’s two years of language evolution in one place. ...

The Framework Question in Go Go has a strange relationship with web frameworks. The standard library’s net/http is genuinely good. You can build production APIs with just the standard library and not feel like you’re fighting the tool. But most teams reach for a router library eventually. The question is which one. The three most discussed: Chi, Fiber, and Gin. Each has a different philosophy. Each attracts a different type of developer. ...

Why Run AI Locally in 2026 Every week there’s a new AI tool that wants your data. Every month there’s a news story about prompt injection. Every quarter there’s a startup that collected too much training data. I’ve been running local LLMs since 2024. In 2026, the experience is completely different from what it was two years ago. Models that used to need 32GB of RAM now run on 8GB. Inference speeds that were measured in minutes are now measured in tokens per second. The gap between local and cloud quality has narrowed dramatically. ...

The Stack Custom development environment built from scratch — stable, fast, and fully self-hosted. OS: Ubuntu 24.04 LTS Web: Next.js 16, Node.js 22, Hugo 0.146 Container: Docker + Docker Compose AI: Ollama (local LLM), MiniMax-M2.7, GLM-5.1 Database: Supabase (self-hosted PostgreSQL) Proxy: Cloudflare Tunnel What Runs 10.100.100.8 (Office Server): Hugo :3000, Next.js :3001, Supabase :3002, Ollama :11434 192.168.77.222 (AI Server): Ollama + models Key Automation Auto-deploy via GitHub webhooks DNS automation via Cloudflare API Database backup to NAS (rsync) Container health monitoring Stack: Ubuntu · Docker · Next.js · Cloudflare

The Goal Build web platforms that sell “Thainess” — culture, lifestyle, identity — to Chinese and ASEAN audiences through authentic, non-tourist-trap content. Approach Content: Thai perspective, genuine lifestyle, not tourist marketing Language: EN default → TH → ZH Stack: Next.js 16 (App Router), i18n (zh-CN/en/th), Markdown-first Design: Minimalist, grid-based, Unsplash imagery Key Pages /culture → Thai cultural content /lifestyle → Modern Thai living /design → Thai aesthetic in digital products /food → Thai cuisine (authentic) /travel → Real Thailand beyond the guidebooks ...

Docker Compose is the tool everyone recommends and nobody does correctly. You start with three services in a YAML file. Six months later you have thirty, and your docker-compose.yml is a file that nobody fully understands but everybody fears touching. I’ve been through this pattern enough times that I’ve developed a structure that actually holds up as projects grow. What follows isn’t official Docker guidance — it’s the lessons I learned from breaking things repeatedly. ...