Articles

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 person manufacturer or distributor in Thailand, you already know the shape of the problem. Your team is technically […]

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 that actually mattered.

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 50-rai orchard, and you’re managing a ฿2–5 million harvest — guided largely by experience, intuition, and weather watching.

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 of devices at near-zero marginal cost. AI models can predict crop disease from a smartphone photo.

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 opposite.

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, and endpoints. But the AI layer introduces a fundamentally different category of vulnerability that traditional security tools were never designed to handle.

Introduction Drones are no longer solo actors. Modern mission profiles — search and rescue, precision agriculture, infrastructure inspection, defense — increasingly rely on swarms: coordinated groups of UAVs that divide tasks, share situational awareness, and collectively achieve what no single drone can.

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

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 grid. Substations, gas pipelines, thermal plants, and transmission lines have been hit repeatedly by missiles, drones, and cyberattacks […]

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 where you want it to.

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

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 week. A dealer network that expects different pricing than your retail shoppers. A payments landscape built around QR codes and digital wallets. An admin team […]

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 this problem for decades, and the pattern is consistent: ERP projects fail not because the software is bad, but because the surrounding decisions are.

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 created twice. Or the webhook fires, your server crashes mid-process, and now the inventory is decremented but the order row was […]

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 — and 56 minutes pass before anyone even looks at it. According to Devo’s 2024 SOC Performance Report, 53% of those alerts are false […]

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 IOC enrichment, and the infrastructure bugs no one puts in their architecture diagrams.

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.

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 the first time. What usually follows is a commercial SIEM vendor pitch, a six-figure quote, and a 12-month deployment […]

The hidden cost of disconnected systems It’s 9 a.m. on a Monday. Your Shopify dashboard shows 47 new orders from the weekend. Your warehouse team is waiting. Your finance lead needs to close last month’s books. And your ERP — SAP, NetSuite, PEAK, Odoo, pick your poison — knows nothing about any of it. So […]

What Tools Do AI Coding Assistants Actually Use? How Claude Code, Codex CLI, and Aider read files, search codebases, run tests, and commit code — under the hood AI coding assistants feel like magic. You type "add a login form to the dashboard," and the tool finds the right files, writes the component, checks that […]