Threatrix

AI-generated code can pose IP risks. AICertify detects and mitigates those risks. Protect your business today!

?? ???? ???? ????????????????????, ?????? ?????? ?????????????? ???????????????? ?????????? ????? A recent ?????? ???????????????? ???????????? survey found that only ?? ???? ?? ??.??. ?????????????? actively use AI tools in their jobs. In contrast, ????% ???? ???????????????????? have used AI coding tools at work (????????????, ????????). That’s a ???????? ??????. ??????? ?? Some professionals don’t think AI is relevant to their work ?? Companies aren’t enabling the right tools ?? Certain teams avoid AI due to compliance and legal concerns Let’s ???????? ??????. ???? ?????? ?????? ???? ?????????? ???? ????????? This includes AI-powered assistants, automation, compliance tools, contract review AI, and more. ?? ???????? ???? ?????? ???????? ??????????. ? If you use AI at work, what’s the biggest benefit? If you don’t, what’s stopping you?

"Ever spent hours searching for something—only to realize it was ?????????? ???? ?????????? ???? ?????? ?????? ?????????? ?????????" Maybe it was your ????????. Maybe it was a ?????????????? ?????????????????? that broke your code. (Because, of course, it was.) Or maybe it was ???????????????? ???? ????????-???????????? ???????????????? ???????????? ???????????? ???????? ????????????????—???????????????????? ????????????????????????. ?? ????????????’?? ???? ???? ?????????? ???? ?????????????? ????????-???????????? ???????????????? ???? ???????? ???????? ?????? ???? ???????? ???? ‘????????+??’? The reality: ?????-?????????????????? ???????? pulls in snippets without attribution. ?????????-???????????? ???????????????????? get copied, modified, and reused—with no paper trail. ????????????????????? ?????????? are expected to audit everything—but only ?????????? development is done. ??????????????????????? ???????????????????? ??????????? They miss too much. That’s why ?????? ?????? ???????? ???? ?? $???????? ???????????????? ?????????? spent ?? ?????????? trying to build accurate snippet detection—and still couldn’t get it right. When their ???????????????????? ?????????????? ???????????? what we built, they called it ‘?????????? ??????????’—and then asked us ?????? ???? ?????? ????. It’s not magic. It’s just ?????????????? ?????? ?????????????? ???? ?????? ???????? ??????????. ?? (My dog still doesn’t believe it’s real.) ????????’?? ???????? ?????????????? ‘???????? ???????????? ???? ????????’ ???????????? ???????? ???????????? ???????? ?? ???????????????????

Open-source software fuels innovation, but its “free” nature comes with obligations. Compliance isn’t about checking off legal boxes; it’s about protecting your business from hidden risks in the codebase. If you don’t know what’s in your software, you don’t know what you’ve agreed to. #AI #compliance #opensource

?????????? ?????? ??????, ?????????????? ?????? ????????… ?????????????? ?????????? ?? ???????? ???????? ?????????????? ???????? ??????????????. ???? Valentine’s Day is all about love, so let’s talk about the real MVPs in business that keep us going: ?? ???????? ?? ???????????? ???????????????? ?????????? ?????? ?????????? ???????????????????? (true love is rare) ?? ?????????????? ???????? ?????? ?????????? ?????????????? ???? ?? ?????? ???? ?????????? (better than chocolates) ?? ?? ?????????????? ???????? ?????????? ???????? ???????? ???? ??????????—???????????????? (instant butterflies) ?? ???????? ???????? ???????????????? ???????? ?????????? ??????????????????… ???????? (chef’s kiss) ?? ?????????????? ?? ???????????????? ???????????? ?????????????? “???????? ?????? ???????? ??????????????” (pure euphoria) And, of course, our one true love—???????????????????? ???????? ?????????? ???????? ????????????. Because nothing says commitment like software that does what it promises. ????????’?? ?????????????????? ???? ???????????????? ???????? ?????? ???????????????????? ????????? ???????? ???? ??????????. ?? #ValentinesDay #BusinessLove #ThingsWeLove #StartupLife #WorkHumor

?????????? ?????????????? ???????????????? ?????? ????????, ?????? ???????? ?????????????? ???????? ???? ???????? ?????? ??????. A police officer once told me this, and I’ve never forgotten it. Over the years, I’ve realized how often it applies to business, leadership, and decision-making. We live in a world where perception often outweighs reality. Think about it: ????????: Have you ever had a dish that looked Michelin-starred but had zero depth of flavor? Sometimes, the best meals come from places that don’t look like much at first glance. ???????????????? & ????????????????????: Ever reviewed a software report that seemed complete but failed to uncover hidden risks? Many companies assume their compliance processes are solid—until they realize what they’ve overlooked. ???????????????? & ????????????????????: Ever met someone who delivered the perfect pitch, only to later realize there was no substance behind it? A polished presentation means nothing without execution. This advice reminds me that what we see on the surface is rarely the whole story. ? A business deal that sounds too good to be true? Dig deeper. ? A report that checks all the boxes? Double-check the details. ? A flashy new AI tool? Look beyond the marketing. ???????? ?????????????? ?????? ???????????? ???? ????????—???? ????????????????, ???? ????????????????????, ?????? ???? ????????. It also makes me curious: What’s a piece of advice you’ve never forgotten? Drop it in the comments—everyone would love to hear it. #Leadership #BusinessLessons #FoodForThought #Entrepreneurship #LessonsLearned

???? ???????? ?????????????? ???????????????? ???? ???????? ?????????????????? An SBOM should do more than list components—it should provide real visibility into software dependencies and licensing. But too often, traditional tools stop at dependency managers, missing critical open-source usage. In 2018, Tesla had to release portions of its Autopilot code due to GPL licensing obligations. This wasn’t a failure of policy—it was a failure of tracking. Today, with AI-generated and copy-pasted code more prevalent than ever, knowing exactly what’s in your software is non-negotiable. ???????? ???????????? ??????’?? ???????? ???? ?????????????? ??????????????????—????’?? ????????????????????: ? Binaries and compiled code?? ? Archives and compressed files?? ? CDN references and externally hosted scripts?? ? Embedded snippets copied from open-source projects?? ? Open-source files manually added outside of package managers? Yet, many SBOM solutions overlook these sources, providing an incomplete picture. A true SBOM should find open source wherever it hides—not just where it’s expected. ???? ???? ???????? ??????’?? ?????????????? ???????? ?????????? ???? ??????????????, ????’?? ???????? ?? ????????????????—?????? ?? ????????????????. Full article in the comments. #AICompliance #SoftwareBillOfMaterials #AITransparency #OpenSourceGovernance #LicenseManagement

Sky-T1-32B-Preview:?#Opensource?for Research. The training process used eight NVIDIA H100 GPUs over 19 hours, costing less than $450.? Not every AI model is built for production use. What makes it stand out is full transparency—something rare in AI today. ?? Model weights? Open. ?? Training data? Open. ?? Full methodology? Open. Unlike most high-performing AI models, which keep key details locked away, Sky-T1-32B-Preview provides everything researchers need to study, replicate, and improve its reasoning capabilities. It’s about pushing AI research forward in a way that’s open to everyone. #AICompliance #OpenSourceAI #AIRegulation https://lnkd.in/gnX-sGDX

OpenAI CEO Sam Altman, on the debate between #opensource #AI models and closed systems, said, “Many of us expect to need to give people more control over the technology than we have historically, including open-sourcing more, and accept that there is a balance between safety and individual empowerment that will require trade-offs.” #AIRegulation?#OpenSourceCompliance #GenAI https://lnkd.in/g4ZvMtYv

The #AI industry is undergoing a significant shift, with #opensource models proving they can rival proprietary systems at a fraction of the cost. A team of researchers from Stanford University and the University of Washington has developed s1, a reasoning model that competes with OpenAI’s o1 and DeepSeek’s R1. It costs under $50 in cloud computing costs and requires 26 minutes of training time. This breakthrough underscores a growing trend: AI innovation is no longer limited to billion-dollar budgets. Open-source models level the playing field, allowing businesses across industries—cybersecurity, software development, legal tech, and more—to access cutting-edge AI without massive investments. Unlike traditional AI models, which require enormous datasets and computing power, the S1 model was created using Alibaba’s open-source AI model (Qwen2.5). In January 2025, researchers at UC Berkeley released Sky-T1, another reasoning model that cost just $450. Microsoft’s rStar-Math and AI2’s Tulu 3 further demonstrate that powerful AI can be built affordably. These developments are game-changers for industries like software compliance and cybersecurity. At Threatrix, we specialize in AI code detection and compliance automation. We ensure businesses stay on top of open-source software licensing and intellectual property risks. The ability to develop low-cost, high-performance AI means companies can integrate AI-powered compliance solutions more effectively—without the high costs traditionally associated with AI deployment. AI is evolving fast. The question is: is your business ready? #OpenSourceAI #MachineLearning #Cybersecurity #TechInnovation