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🤝 Top Collaborators
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🤓 Latest Submissions
Prometheus-Nexus AI Fleet Commander
Prometheus-Nexus transforms standard robotics control into an intelligent, adaptive "Hive Mind." In scenarios like disaster relief or automated logistics, controlling individual robots manually is inefficient and prone to error. Our system solves this by empowering a single human operator to issue high-level strategic commands—such as "Secure the perimeter" or "Distribute supplies"—which the Nexus Brain autonomously translates into coordinated vector movements for the entire fleet. At its core, Prometheus-Nexus leverages Google's Gemini 2.0 Flash for true spatial reasoning. Unlike traditional heuristic controllers, our agent understands the semantic context of the grid, allowing it to navigate dynamic obstacles and optimize pathfinding in real-time. We integrated Qdrant as a "Spatial Memory" module, enabling the fleet to persistently learn from collision events and adapt future routes without requiring code updates. The system features a deployment-ready "Orbital Command" dashboard (built with Streamlit) that provides a real-time "God's Eye View" of the operation. It visualizes the grid state, tracks robot positions, and exposes the AI's decision-making process via a transparent "Neural Feed." This project bridges the gap between Large Language Models and physical control systems, demonstrating the future of collaborative autonomous agents.
15 Feb 2026
Prometheus Siren Autonomous Zero Day Defense
In 2025, the financial sector faced a staggering 742 million attacks in just six months, a 60% surge that places platforms like Deriv at the center of an existential digital war. Deriv’s leadership has identified a critical matrix of risks, including account takeovers, API gaps, and P2P fraud. Traditional security is failing because it is reactive; by the time an analyst patches a breach days later, the damage is done. Prometheus-Siren flips this paradigm by shifting from human-speed defense to AI-driven autonomy. Built on a stack of Qdrant, Gemini AI, and XGBoost, the system identifies the semantic intent of an attack rather than just matching old signatures. It catches novel SQL injections and obfuscated payloads in real-time. Using Kubernetes sidecars, it makes blocking decisions in sub-seconds, maintaining Deriv's strict <500ms latency. Most importantly, it self-heals: Gemini AI generates and deploys validated patches in under an hour—a process that usually takes days. Once a threat is identified, "global immunity" is shared across all Deriv instances within seconds. With a 94.6% detection accuracy and a 400% ROI in Year 1, Prometheus-Siren transforms security from a massive cost center into a self-paying asset. It reduces the zero-day vulnerability window from days to seconds, ensuring that Deriv stays ahead of attackers while slashing operational costs by $500K annually.
7 Feb 2026
