# Roni Peled > Built Recommenders. Now Building AI Defense. Location: New York, New York, United States Profile: https://flows.cv/ronipeled Ambitious individual with a broad skill set across computer technologies, including distributed systems, cloud computing, machine learning, hardware acceleration, and data analysis. Proven ability to solve complex problems and translate technical work into real business value. Well-spoken, collaborative, and genuinely passionate about life and learning. Bilingual in English and French; conversational in Russian and Hebrew. https://github.com/RongoDog ## Work Experience ### Software Engineer @ Adaptive Security Jan 2025 – Present | New York, New York, United States ### Software Engineer @ Amazon Jan 2021 – Jan 2025 | New York, New York, United States At Prime Video I engineered large-scale personalization and retrieval systems powering millions of transactions per second across global storefronts. I conceived a patent-pending recommendation strategy, aligned product, science, and engineering teams, and built the DynamoDB-based online serving architecture paired with Spark-trained contextual bandits—driving the largest subscription-start increase in PV history (~8M annually). I delivered integrity-critical recommendation systems (Top 10 charts, full-catalog embedding scoring), and scaled nearest-neighbor retrieval using FAISS. I also identified and resolved distributed caching flaws that saved millions in infra costs, implemented cross-region failover with stronger freshness guarantees, and integrated backend support for early LLM-based semantic grouping. ### Senior Software Designer @ March Networks Jan 2020 – Jan 2021 | Ottawa, Ontario, Canada Since joining March Networks, I accelerated the company’s analytics initiatives and contributed to the development of core technologies and architectures that underpin their video analytics platform. I trained, tuned, and optimized neural networks for real-time inference on edge devices such as NVIDIA Jetson and Ambarella CVflow, demonstrating their impact on critical business use cases. I also led end-to-end design and development of computer vision systems for physical security applications, spanning model development, embedded deployment, and cloud-based search workflows. ### Software Engineering Contractor @ MediaJel Jan 2018 – Jan 2021 I led the design and development of systems that continue to deliver value to clients in the advertising and data analytics space. My work included building robust data-ingestion pipelines, designing distributed computing workflows to generate high-quality business insights, and implementing CI/CD and Kubernetes-based deployment processes. I also expanded my leadership capabilities by hiring and managing small engineering teams to unify data platforms, unlock value from large impression and location datasets, and deliver reliable, user-facing technology. ### Software Developer @ Tehama Jan 2017 – Jan 2018 For my second internship at Pythian, I returned with the need to learn an entirely new technology stack to contribute to their early startup, now a spin-off company known as "Tehama". I was quickly introduced to Nodejs, cloud technologies, and full-stack application development. After a few months, I became a key contributor to many of the business critical components of the platform. ### Tutor @ Oxford Learning Centres Inc. Jan 2016 – Jan 2017 | Ottawa, Canada Area As one of the most fulfilling jobs I have ever held, I helped many students achieve their goals with regards to their education in both STEM and core curriculum courses. I learned the importance of clear communication and patience, which I carry with me in all my future endeavors. ### Software Developer @ Pythian Jan 2015 – Jan 2016 | Ottawa, Ontario, Canada My first internship was a place where I developed long lasting friendships and industry connections that I am grateful for to this day. The Adminiscope platform, based on virtual appliances written in C, was my first introduction to writing enterprise-level software with rigid reliability requirements. I learned some of the fundamentals of effective software development including testing, error-handling, and debugging. These are some of essential tools I use to effectively solve problems from first principles. ### Customer Service Representative @ Walmart Jan 2011 – Jan 2013 | Ottawa, Ontario, Canada My introduction to the workplace taught me the value of hard work and the all-mighty dollar. Furthermore, my interpersonal and conflict resolution skills had to be continuously improved to deal with the wide variety of personalities that can be encountered as a customer service representative in big-box retail environments. ## Education ### Bachelor's Degree in Electrical and Electronics Engineering Carleton University ## Contact & Social - LinkedIn: https://linkedin.com/in/ronipeled --- Source: https://flows.cv/ronipeled JSON Resume: https://flows.cv/ronipeled/resume.json Last updated: 2026-04-13