“Just because you can doesn’t always mean you should. Yes, it was like the rush of the Wild West. Let’s shore matters up quickly. We can.”
— DashVixel
Many people who follow technology closely share a deep concern about how quickly AI has moved out of the lab and into daily life. Looking back, there was once an unwritten rule of thumb that powerful AI should stay strictly behind closed doors. The general consensus among early researchers was to keep the technology in the hands of the experts who built it, limit public access, and keep systems disconnected from the live internet.
That caution came from a simple reality: researchers did not fully understand how these deep neural networks arrived at their answers. Given the potential power of the technology, containment felt like the only responsible path. The goal was to figure out what they were dealing with while it was still safely contained in a laboratory setting.
Instead, the direction completely flipped. Building truly capable AI required feeding systems the sum total of human knowledge available on the web, while refining those systems required real-world feedback from millions of everyday users.
DashVixel’s goal is to embrace the good that AI—which we like to define as “Algorithmic Intelligence”—can offer, but with careful attention maintained through typical engineering development processes: invent, develop in small sectional increments, stop, test, test, test, and re-test before the next phase of development can continue.
We have the necessary resources and a highly talented team to help innovative firms reach their technical and product dreams with built-in safeguard measures.
Not to be a downer, but a simple question to consider is: “If a mission-critical failure occurs in a system that is heavily AI-based and legitimately utilizes capabilities from multiple third parties, who holds title? Who is liable?” Not knowing the answer ahead of time places an innovative firm—even one with the best of intentions—at high risk. Understand it, plan for it, and safeguard against it to stay ahead.
DashVixel can assist so that YOU can focus more of your team's time on innovation.
Darrell Covell
CEO and Founder
Our Team
Founder & CEO
Darrell Covell
Successfully started and sold seven Defense and Cybersecurity-related technology companies. After a successful career in the Radio Frequency field, he focused his efforts in cybersecurity in the wake of September 11, 2001, Darrell is regarded as an expert in this field and, as such, is sought after as a speaker in multiple venues, particularly about future threats regarding the risks and responsibilities of offensive cyber operations. As the Founder and CTO of Rsignia he recognized the real problem and risks of cybersecurity mitigation vis a vis real-time cyber-attacks. Under his direction, Rsignia’s engineers worked closely with the DoD and Intelligence community to address current cyber warfare issues such as ID spoofing, location attribution, fiber tapping, sonnet capture, layer correlations, and more. He has authored many technical papers on cyber security threat mitigation and various kinetic and non-kinetic approaches and blending of the two. Previously, he won the American Security Challenge for his white paper on strategic mitigation in cyber environments. He holds a B.S. in Electrical Engineering from CIT. & currently serves on several BoA's with tech firms.
CSO
Reginald Hyde
A seasoned board strategist and national security technologist with over three decades of leadership in high-stakes environments. Having served as Deputy Under Secretary of Defense for Intelligence & Security and a CIA Senior Executive, he brings an elite perspective on risk mitigation, operational scale, and the integration of disruptive technologies. Mr. Hyde’s unique value to Private Equity lies in his history of overseeing massive enterprise modernizations and his foundational role in establishing In-Q-Tel, where he pioneered the model for bridging the gap between venture-backed innovation and government requirements.
As Principal of Oak Mountain Ventures & Consulting LLC, Mr. Hyde specializes in guiding portfolio companies through the complexities of the federal marketplace, secure supply chains, and regulatory compliance. His expertise spans cybersecurity, AI, quantum computing, and critical infrastructure, making him an invaluable asset for PE firms looking to de-risk acquisitions and drive value in the defense and technology sectors. A member of the bar with a J.D. and a Master’s in Public Policy from Princeton, he offers a rare combination of legal rigor, fiduciary experience, and an active Top Secret/SCI clearance to support sensitive and high-growth investment strategies.