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Blog from Real Experience

AI, Business, Web Dev techniques from real work — not theory

I Built idea2logic.com with AI — Inside the Architecture of 30+ Pages & 40+ APIs

I built idea2logic.com entirely with AI — 30+ pages, 40+ APIs, 14 database tables. This article opens up the full architecture with Interactive Diagrams.

Nat

Behind the Scene

My Mac Had 36 GB of RAM and It Was Stuttering — AI Found the Fix in 2 Minutes

Docker Desktop was silently eating 8.5 GB of my RAM. I asked AI what was wrong, it diagnosed the problem, compared alternatives, and migrated everything to OrbStack in 10 minutes. I didn't type a single command.

AI Content Factory: Build an End-to-End Automation Pipeline — From Real Work to 14+ Platforms in TH + EN

Design a 9-Stage AI Content Pipeline that turns daily work into 14-21+ content pieces across every platform — TH + EN automated — at $70/month instead of $8,500+ for a human team

Claude Code Security — Complete Guide: Permission, Sandbox, Hooks for Safe AI Coding

Permission System + OS Sandbox + Prompt Injection Shield + Custom Hooks — everything you need to let an AI agent work on your real codebase. Set up once, stay safe forever.

Why Traders in the AI Era Need a Platform That Thinks — Not Just Charts

2026: Traders analyzing by eye are falling behind. AI processes 100+ indicators in 0.3 seconds, backtests 10 years of data instantly, and never trades on emotion. Here's why AI Trading Platforms matter.

God's Eye vs TradingView vs TrendSpider — Honest 2026 Comparison

Comparing 3 trading platforms across every dimension: price, AI, charting, backtesting. God's Eye from $28/mo vs TradingView $60/mo. Which one wins for your trading style?

What is God's Eye — The Thai AI Trading Platform Where Anyone Can Build Models

God's Eye is a Thai-built AI Trading Platform. Build custom trading models with AI, no code needed. Supports SET, Forex, Crypto. Pro plan from $28/month.

I Used AI to Audit My Entire Server — One Person, 5 Roles, Done in 3 Hours

Server security score: 4.9/10. I let AI audit everything and fix it — closing ports, hiding secrets, hardening SSL. Score jumped to 8.7 in 3 hours. Here's exactly how.

8 AI Bots Replace an Entire Team — Inside the AI Operations Center Running a Real Company

1 person + 8 AI Bots + 32 Workflows = replacing a 10-person team. 600+ reports daily. $35/month.

n8n Server Down — 4.5 Hours Undetected, AI Fixed Everything in 5 Minutes

Real incident: n8n crashed at 1:30 PM. Down 4.5 hours before bot detected it. AI diagnosed 4 root causes, fixed all of them, and optimized the server — 5 minutes total. Includes copy-paste prompts for your own server incidents.

Nat

Feb 26, 2026

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