Articles

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 […]

Why feathering the throttle wastes fuel — and what to do instead Most drivers assume that light throttle equals less fuel burned. It feels logical. But it is wrong — and understanding why it is wrong is the key to genuinely improving fuel economy on any petrol or diesel car. This guide explains the physics, […]

Simplico Co., Ltd. builds warehouse management systems (WMS) for durian and fresh fruit depot operators across Southeast Asia — connecting lot tracking, cold chain monitoring, mobile tools, and ERP integration into one platform purpose-built for fresh produce export. Trusted by fruit exporters in Thailand · Built for Thai, Japanese, and Chinese-speaking markets

You’re Losing Money Without Knowing It Peak durian season. Your depot is receiving dozens of tonnes a day. Farmers line up at the gate, your grading team races against the clock, and export buyers call every hour asking about stock. But here’s the honest question — do you know right now, exactly how many kilograms […]

Introduction Many companies depend on software systems that nobody fully understands anymore. The original developers may have left, documentation may be outdated, and the system has evolved through years of patches and quick fixes. Yet these systems often run critical operations such as finance, logistics, manufacturing, or customer management.

"AI can generate code. But it cannot generate trust, context, or consequence." The rise of AI coding assistants has sparked a familiar panic: Will developers become obsolete? The honest answer is — some tasks will. Boilerplate generation, unit test scaffolding, basic CRUD APIs. These are fair game.

Introduction The EV charging market is growing fast — and the software layer underneath it is where the real competitive advantage lives. Whether you’re a mobility startup, an energy company, or an enterprise spinning up an internal fleet charging solution, building your own white-label OCPP platform gives you control, scalability, and brand ownership that off-the-shelf […]

The Hidden Software Behind EV Charging Networks When people see an EV charger, they think about electricity. But behind every EV charging station is actually a distributed software system. A modern EV charging network includes: thousands of chargers cloud backend servers mobile applications payment systems real-time monitoring platforms

A clear, beginner-friendly guide to how Wazuh decoders and rules work together — what fields are, where they come from, when you need a decoder, and how logs become alerts. Tags: Wazuh · OSSEC · SIEM · Blue Team · Detection Engineering Level: Beginner → Intermediate | Read time: 15 min If you’ve ever looked […]