Reinforcement Learning Infrastructure (Cybersecurity)

We are Meridian Softworks . Since 2012, we’ve been empowering organizations to take back control and stay ahead of threat actors by uniting the collective ingenuity and expertise of our customers and trusted alliance of elite hackers, with our patented data and AI-powered Security Knowledge Platform™. Our network of hackers brings diverse expertise to uncover hidden weaknesses, adapting swiftly to evolving threats, even against zero-day exploits. With unmatched scalability and adaptability, our data and AI-driven CrowdMatch™ technology in our platform finds the perfect talent for your unique fight. We aim to create a new era of modern crowdsourced security that outpaces threat actors. Unleash the ingenuity of the hacker community with Meridian Softworks , visit www.bugcrowd.com. Based in San Francisco and New Hampshire, Meridian Softworks is supported by General Catalyst, Rally Ventures, Costanoa Ventures, and others. Job Summary The Meridian Softworks RL and Reasoning Team focuses on pushing the boundaries of autonomous cybersecurity by building authentic reinforcement learning environments for foundational model companies. As a Staff Engineer, you will advance the frontier of AI Reinforcement Learning development and delivery. You will build the infrastructure and tooling that transforms real-world vulnerability research into large-scale reinforcement learning environments used to train next-generation AI systems. This role is unique. You will help create the training environments that teach AI systems how to hack and defend software. Your work will directly influence the capabilities of the next generation of AI models. Instead of building a single application, you will build the infrastructure that generates thousands of environments used to train frontier AI systems. Our team works at the intersection of AI, security research, and systems engineering, building environments that allow models to learn skills such as vulnerability discovery, exploitation, and remediation. Essential Duties and Responsibilities If you enjoy building high-performance systems that power cutting-edge AI research, this role is for you. This role focuses on building the systems that generate RL environments, not just the environments themselves. You will design pipelines that ingest software projects, analyze them with Meridian Softworks ’s Mayhem platform, and automatically construct training environments used by frontier AI labs including Anthropic, OpenAI, and Cohere. The ideal candidate is a strong systems engineer who understands: Reinforcement learning workflows Building clean, reproducible Linux ML environments (containers, MCP, etc) System security background in binary exploitation, such as buffer overflows, fuzzing, exploitation, and x86/64. Experience developing applications in Python and C, with Rust a plus. Education, Experience, Knowledge, Skills, and Abilities Understanding of RL training workflows used by modern LLM systems Experience with DevOps pipelines (e.g., github actions), reproducible builds (docker, buildkit, nix). Proficiency in Python and C. Other languages (especially Rust) are a plus. Understanding of software vulnerabilities, fuzzing, or program analysis Experience with build systems and large open-source codebases Comfort working with Linux systems and low-level debugging Experience working with benchmark environments (CTFs, SWE-bench, security challenges, etc.) is a plus Working Conditions and Physical Requirements The ideal candidate must be able to complete all physical requirements of the job with or without reasonable accommodation. Sitting and / or standing - Must be able to remain in a stationary position 50% of the time Carrying and / or lifting - Must be able to carry / move laptop as needed throughout the work day. Environment - remote, work-from-home 100% of the time. Pay Range Disclosure At Meridian Softworks , we strive for fairness, equality and to create an environment that allows our people to perform at their very best. Our compensation philosophy is to foster a collaborative community that rewards, attracts and retains the best possible talent. The provided salary details are based on US national averages and we retain the flexibility to tailor to the needs of the business. The national estimate for the current base range for the position of $176,400 - $242,550. This position may also be eligible to participate in a discretionary bonus program or commission plan, subject to the rules governing the program, whereby an award, if any, depends on various factors, including, without limitation, individual and organizational performance. Culture At Meridian Softworks , we understand that diversity in the workplace is vital to a company’s success and growth. We strive to make sure that people are included and have a sense of being part of making Meridian Softworks not only a great product but a great place to work. We regularly hear from both customers and researchers that Meridian Softworks feels like a family, and we strive to maintain that internally as well. Our team consi