Systems | Development | Analytics | API | Testing

Ask a sustainability team what slowed their last disclosure and the answer is usually mundane: inconsistent units, missing supplier records, emission factors applied three different ways across four business units, and no audit trail explaining why a number changed between drafts.

TLDR: Device specific threat intelligence is provided by using device specific threat intelligence platforms like PCA Cervus that look at component level risks. Device-centric threat intelligence is threat intelligence that focuses specifically on risks to a connected device like a point of sale terminal or a card reader. This post explains what device centric threat intelligence is and how it differs from traditional SOC centric threat intelligence and what to look for in threat intelligence feed so you can be sure it gives device centric intelligence vs generic SOC focused intel.

TLDR: Product threat intelligence comes from using product specific threat intelligence platforms like PCA CERVUS and is specific to individual products and their parts. Most threat intelligence platforms are built for security operations centres (SOCs) and thus they track attacker infrastructure and campaigns aimed at corporate networks. These platforms are designed to help an SOC defend an organization and give the TTPs needed to run red teaming or pen testing against these environments also.

Sponsored by Magic Hour. This article was prepared with AI assistance. It compares documented product capabilities and practical workflow considerations; it does not report hands-on tests, measured performance, or a universal ranking. Choosing an AI video tool is partly a creative decision and partly a systems decision. A clip must look appropriate, but a marketing team also needs to know where its inputs came from, how the result will be reviewed, and whether another colleague can reproduce the process. An impressive demo answers only one of those questions.

Most weather APIs are built around the basics: temperature, rain, wind, humidity, and a forecast icon that looks good in a dashboard. That works for a simple weather app. Solar-aware software needs more.

SSSTik is a TikTok Downloader that runs in your web browser. Paste a TikTok link to get a direct link to the video file. When TikTok has a watermark-free version of the video, SSSTik makes it available to download. You can save TikTok videos on a phone, tablet, or computer without installing an app or creating an account.

A delivery route looks simple on a map. Pick a stop, then the next one. Now add 80 stops, time windows, traffic, and vehicle limits. The math gets messy fast. Manual planning cannot keep up at that scale. Software can. This article covers how it works and what to look for.

Growth eats cash. Inventory, payroll, and new locations get paid for before the revenue arrives. Debt often fills that gap. Used well, debt speeds up expansion. Used poorly, it drains cash flow and limits your options. It is also common. The Federal Reserve's Small Business Credit Survey found that 38% of small employer firms hold more than $100,000 in debt. The goal is not to avoid borrowing. The goal is to control it.

The SOC automation tool market has become crowded quickly with a variety of platforms and tools on offer. Some platforms automate alert triage while others claim to investigate incidents across multiple tools. Also different is how the tools actually work in the backend and the experience of the SOC relying on them i.e some tools are still built around deterministic predefined workflows. However there is also a newer group of SOC automation tools like Legion Security that build on agentic security platforms.

Look for fair fees, room to sell more than one type of product, and tools that help you actually promote what you sell. Gumroad works fine when you're starting out, but the cut it takes grows right along with your sales. That's usually the moment creators start looking elsewhere.