Articles

AI ERP

The Accounting Software Your Firm Uses Is Built for Your Clients, Not for You

April 28, 2026

Walk into any mid-sized accounting firm in Bangkok and you’ll see the same thing. Three monitors. One has FlowAccount open — logged in as the client. Another has Excel — the master tracker,…

AI

Choosing Hardware for Local LLMs in 2026: A Practical Sizing Guide

April 28, 2026

How much RAM, VRAM, and GPU do you actually need? An engineer’s guide to picking hardware for running LLMs locally — without overspending, and without surprises.

AI ERP

Why Your Finance Team Spends 40% of Their Week on Work AI Can Now Do

April 27, 2026

title: "Why Your Finance Team Spends 40% of Their Week on Work AI Can Now Do" For CFOs and COOs of mid-market Thai manufacturers and distributors If you run finance or operations at a 100 to 500…

Security

How We Built a Real Security Operations Center With Open-Source Tools

April 25, 2026

A behind-the-scenes look at how we built a production SOC for a mid-sized enterprise using Wazuh, DFIR-IRIS, and a custom Python middleware — what worked, what broke, and the engineering decisions…

Farming

FarmScript: How We Designed a Programming Language for Chanthaburi Durian Farmers

April 22, 2026

The Most Expensive Fruit in the World Shouldn’t Depend on Guesswork A mature Monthong durian tree in Chanthaburi can produce fruit worth ฿3,000–฿8,000 per tree per season. Multiply that across a…

Farming

Why Smart Farming Projects Fail Before They Leave the Pilot Stage

April 21, 2026

Smart farming technology has never been more accessible. Soil sensors cost less than a meal. LoRaWAN gateways cover kilometers on a single charge. Cloud platforms can ingest telemetry from thousands…

ERP

ERP Projects: Why They Cost More, Take Longer, and Disappoint More Than Expected

April 21, 2026

Every year, companies across Thailand, Japan, and Southeast Asia invest millions into ERP systems expecting streamlined operations, real-time visibility, and long-term cost savings. Many get the…

AI Security

AI Security in Production: What Enterprise Teams Must Know in 2026

April 19, 2026

When your AI system goes live, it doesn’t just gain capabilities — it gains an attack surface that didn’t exist before. Most enterprises have invested years hardening their applications, networks,…

Microcontroller Network Satellite Security

Designing Resilient Drone Swarms: Leaderless-Tolerant Mesh Networks with Secure Communications

April 19, 2026

Introduction Drones are no longer solo actors. Modern mission profiles — search and rescue, precision agriculture, infrastructure inspection, defense — increasingly rely on swarms: coordinated groups…

Dev

NumPy Broadcasting Rules: Why `(3,)` and `(3,1)` Behave Differently — and When It Silently Gives Wrong Answers

April 18, 2026

If you’ve used NumPy for more than a week, you’ve probably hit a moment like this: a = np.array([1, 2, 3]) b = np.array([10, 20, 30]) result = a + b # [11, 22, 33] ✅ Makes sense

Industry Security

Critical Infrastructure Under Fire: What IT/OT Security Teams Can Learn from Ukraine’s Energy Grid

April 15, 2026

War does not stay on the battlefield. Since Russia’s full-scale invasion of Ukraine in 2022, one of the most consistent targets has not been a military base or a weapons depot — it has been the power…

AI Coding

LM Studio System Prompt Engineering for Code: `temperature`, `context_length`, and `stop` Tokens Explained

April 12, 2026

You’ve already tuned top_p, top_k, and repeat_penalty. Your output stopped looping and the nonsense dropped. But your coding model still wanders off-topic, forgets earlier code, or refuses to stop…

AI Chatbot

LlamaIndex + pgvector: Production RAG for Thai and Japanese Business Documents

April 12, 2026

Most RAG demos work. Most RAG production deployments fail — quietly, expensively, and in ways that are hard to debug.

E-Commerce

simpliShop: The Thai E-Commerce Platform for Made-to-Order and Multi-Language Stores

April 9, 2026

Running an e-commerce business in Thailand means juggling things that no off-the-shelf platform was designed to handle. A customer who wants a standard curtain today and a custom-dimension set next…

ERP

Why ERP Projects Fail (And How to Make Yours Succeed)

April 5, 2026

Every year, enterprises pour millions of dollars into ERP implementations — and a striking number of them go over budget, miss deadlines, or get abandoned entirely. The Standish Group has tracked…

E-Commerce

Idempotency in Payment APIs: Prevent Double Charges with Stripe, Omise, and 2C2P

April 4, 2026

When a customer clicks "Pay Now" and the request times out — what happens next? Without idempotency in your payment API, the answer might be: the customer gets charged twice. Or the order gets…

Security

Agentic AI in SOC Workflows: Beyond Playbooks, Into Autonomous Defense (2026 Guide)

April 2, 2026

Your SOC is getting buried alive. The average enterprise security operations center receives 4,484 alerts per day from 28 or more tools. An analyst spends 70 minutes investigating a single alert —…

Security

Building a SOC from Scratch: A Real-World Wazuh + IRIS-web Field Report

April 1, 2026

A three-week, commit-by-commit account of building a production Security Operations Center using Wazuh 4.x, IRIS-web, and a custom FastAPI integrator — the detection rules, the alert pipelines, the…

AI ERP Industry Recycle

The ROI of Smart Energy: How Software Is Cutting Costs for Forward-Thinking Businesses

March 25, 2026

Energy is one of the most overlooked line items in a company’s budget — and one of the highest-leverage areas where software delivers measurable, auditable returns.

Security

How to Build a Lightweight SOC Using Wazuh + Open Source

March 24, 2026

Why most small security programs fail before they start "We need a SOC." It’s a sentence that gets said in every organization that has just experienced a breach, failed an audit, or hired a CISO for…