Tech Lead, DevOps Engineer

Join Xsolla as a Lead AI/ML Engineer where you will be pivotal in architecting and enhancing our data infrastructure for personalization, churn prediction, and recommendation systems across our global gaming commerce platform. You will spearhead the design and optimization of machine learning algorithms using Vertex AI, create scalable data pipelines from diverse sources, and implement best practices for data quality, governance, and performance. This role merges hands-on technical leadership with collaborative cross-functional efforts, mentoring engineers, and partnering closely with data science and backend teams to deploy ML features. Reporting directly to the Director of Data Platforms, you will translate business requirements into innovative technical solutions, significantly shaping our data mesh architecture while ensuring compliance, scalability, and operational excellence as we support game developers globally.

About Torc RoboticsAt Torc Robotics, we are at the forefront of revolutionizing transportation with our autonomous vehicle technology. Since our inception in 2007, we have partnered with leading organizations to commercialize our solutions. Now a proud member of the Daimler family, we focus on developing cutting-edge software for automated trucks, aiming to transform freight movement globally.Join us at Torc Robotics and elevate your career with a pioneering company in autonomous technology, recognized as the first AV software firm to collaborate directly with truck manufacturers.Meet The Team:Our dedicated team empowers machine learning developers across Torc to create advanced autonomous vehicle solutions on a large scale. We oversee the entire ML experimentation lifecycle, from concept creation to model validation and performance comparison, ultimately converting the most effective models into operational truck formats. As we leverage AWS along with Lightning and Ray for distributed ML tasks, we seek a talented Senior ML Engineer to help shape the future of autonomous freight.

About Mistral AI At Mistral AI, we harness the transformative power of artificial intelligence to streamline processes, save valuable time, and foster creativity and learning. Our advanced technology is crafted to seamlessly integrate into everyday workflows. We are committed to democratizing AI through the development of high-performance, optimized, open-source models and innovative solutions. Our all-encompassing AI platform caters to enterprise needs, whether they are deployed on-premises or in the cloud. Among our offerings is 'le Chat', an AI assistant designed to enhance both personal and professional life. Join our vibrant, collaborative team that is passionate about the potential of AI to revolutionize society. Our diverse workforce excels in competitive settings and is dedicated to driving innovation. With team members located across France, the USA, the UK, Germany, and Singapore, we embody a creative, low-ego, and team-oriented culture. Become a part of our pioneering company that is shaping the future of AI. Together, we can create significant change. Learn more about our culture at mistral.ai/careers. Role Overview: Mistral AI is on the lookout for a Technical Lead in Applied AI who will spearhead the technical direction, execution, and delivery of intricate AI solutions tailored for our enterprise clientele. In this pivotal role, you will guide project teams of Applied AI Engineers, ensuring the successful rollout of Mistral AI products while developing impactful and scalable AI use cases. As the primary technical liaison for our most strategic clients, you will navigate them through every phase—from pre-sales to post-implementation—collaborating closely with research, product, and engineering teams to influence the future of our offerings. In your role as Technical Lead, you will connect cutting-edge AI research with real-world applications, guaranteeing that our solutions are robust, scalable, and aligned with both customer requirements and Mistral’s technological aspirations. Key Responsibilities: - As an individual contributor, deliver essential code for our complex projects, remaining hands-on to mitigate risks associated with critical components. Engage deeply in coding, reviewing, and optimizing AI solutions.

Torc Robotics is seeking an ML Engineer II to support App Engine projects. This position is available in Montreal, Canada, and Ann Arbor, MI. French language proficiency is required for this role. Key responsibilities Design and develop machine learning applications that enhance App Engine features. Collaborate with engineers and other team members to build and improve technical solutions. Apply machine learning expertise to practical challenges in a team environment. Requirements Fluent in French, both spoken and written. Experience building or deploying machine learning models. Comfortable working as part of a technical team. Locations Montreal, Canada Ann Arbor, MI

Digital Currency Systems stands at the forefront of technology solutions within the alternative financial services sector. Our platform empowers clients to efficiently manage all facets of modern financial operations, serving millions of unbanked and underbanked individuals across America. As a dedicated software provider, we facilitate transaction management, compliance adherence, and daily operational efficiency, all from a unified system.The AI Transformation Lead plays a crucial role in discovering, developing, validating, and scaling innovative AI-driven product solutions that yield meaningful outcomes for both clients and the business. This position requires a hands-on, AI-centric approach, as the AI Transformation Lead will not rely on traditional documentation, tickets, or handoffs. Instead, you will construct functional solutions utilizing AI, interact directly with customers, rapidly iterate based on their feedback, and collaborate with internal teams to automate workflows and deploy agents that reduce manual tasks. This role encompasses all responsibilities of an AI Product Engineer while also taking charge of customer discovery, validation, prioritization, measurable impact, and internal automation leadership.Note: This is an execution-focused role, distinct from traditional product management which often involves documentation and handoffs.

About the RoleJoin Saris AI, an innovative applied AI startup located in Montreal and San Francisco, dedicated to revolutionizing the banking industry. We are addressing a massive $100 billion annual challenge that is rapidly evolving, and we are pushing the frontiers of what can be achieved with advanced multi-turn AI systems.Our mission is to resolve complex automation issues that necessitate long-context reasoning, seamless tool orchestration across legacy systems, and rigorous compliance processes—problems that lack straightforward solutions.Having successfully deployed real agents to manage genuine customer workflows, we are experiencing rapid growth and are in search of highly technical individuals eager to make a significant impact from the start.As a core member of our Forward Deployed Engineer (FDE) team, you will play a critical role in implementing strategies across various clients while remaining actively engaged in coding.Your Responsibilities Include:Develop tailored AI features, APIs, or integrations to connect product offerings with client systems.Engage directly with clients to grasp their business objectives and technical specifications.Act as a technical advisor throughout the deployment process.Lead the comprehensive development of client-specific solutions, encompassing backend, frontend, infrastructure, and deployment tasks.Rapidly create proof-of-concepts or MVPs to validate ideas with clients.Document implementation specifics and best practices for client projects.Who You Are:Proven experience in software implementation roles such as solutions engineer or solutions architect.Strong ability to establish relationships with customers, ideally within SaaS environments.Full-stack development experience, particularly with our technology stack: NodeJS, TypeScript, Python, AWS.A talent for managing high-impact customer integrations to enhance AI-driven automation processes.Why Work with Us?

About the RoleWe are seeking two highly skilled backend engineers to become integral members of our dynamic team in Montreal and Berlin. In this role, you will be instrumental in enhancing our technological capabilities by significantly improving our core backend functionalities, thereby enabling other teams to efficiently utilize this backend.If you are enthusiastic about creating exceptional products, thrive in a fast-paced environment, and are eager to contribute to the growth of an ambitious startup, then this opportunity is tailor-made for you.Our Technology Stack:Python / FastAPIPostgreSQL / MongoDB / ElasticCloud LLM providers + bare metal GPUsGoogle Cloud Platform (GCP)Joining us as an early team member means assuming significant responsibilities from the outset, with the chance to influence our foundational technological stack and infrastructure.As part of one of the most forward-thinking AI companies today, you will collaborate with a talented team of colleagues who are leaders in their respective domains, creating an incredibly stimulating work environment. Your ResponsibilitiesOwn the delivery of complex projects, collaborating with cross-functional teams to ensure the timely completion of mission-critical components.Gain a comprehensive understanding of Reliant's overarching vision and incorporate this into your architectural and process decisions.Provide insightful feedback to refine UI/UX concepts and assist in planning backend and infrastructure enhancements.Take proactive steps to maintain long-term code quality and architectural integrity. QualificationsWe are looking for a candidate with a proven track record in backend or full-stack development, with a focus on rapid innovation and effective systems design to facilitate scalability for both opportunities and team growth.You will excel in this position if you possess the following skills and experiences:5+ years of demonstrable experience in building backend services or distributed systems.Experience in designing, building, testing, and maintaining backend services and APIs that support product features, including the ability to write robust, production-quality code.Engage in system and service design; contribute to architectural discussions and make informed decisions regarding scalability, latency, cost, and reliability.Ability to navigate ambiguity and translate high-level requirements into actionable implementation plans.Collaborate with cross-functional partners including product management, frontend, UX, data, and operations to define requirements, plan implementations, and deliver features.Ensure code quality through writing, reviewing, and enhancing unit/integration tests.

At Tecsys, we recognize the numerous benefits of remote work for employee well-being and the environment, including enhanced morale, increased productivity, and reduced commuting time. We take pride in being a remote-first company, supported by cutting-edge technologies and programs that facilitate this work model. Our well-located offices and collaborative workspaces provide our team with the freedom and flexibility to work in ways that maximize productivity.About Tecsys Tecsys is a rapidly growing innovator that delivers supply chain solutions to leading healthcare systems, hospitals, pharmacies, distributors, retailers, and third-party logistics providers. We collaborate with industry leaders to transform their supply chains through technology. If you enjoy tackling challenging problems with opportunities for continuous learning, we welcome you to join our team!Our Product & Technology team leverages operational research and AI/ML technologies to design next-generation supply chain solutions. We embrace a pragmatic and hands-on approach to AI, addressing challenges in warehousing, distribution, transportation, and inventory management. We are currently seeking a Senior AI/ML Developer to join our team and help drive AI, ML, data science, and operational research initiatives, making meaningful recommendations across various supply chain use cases.How Will You Contribute to the Team?As the AI expert within the team, you will work closely with development teams to spearhead the creation of new features, offering actionable business insights to our clients and end-users. Your efforts will enable them to manage their operations more efficiently. You will identify, coordinate, and develop data science solutions to build predictive and prescriptive models, designing AI/ML/agent solutions utilizing data pipelines to tackle supply chain issues. Additionally, you will participate in the design and development of production-quality AI systems, including features based on large language models (LLM), retrieval-augmented generation (RAG) pipelines, and multi-step agent workflows. You will assist in transforming experimental AI capabilities into reliable, scalable, and measurable product features.

At Tecsys, we embrace the benefits of a remote-first work culture, enhancing employee morale, productivity, and minimizing commuting impacts on well-being and the environment. Our commitment to a digital-first approach is supported by advanced technologies and programs that foster a collaborative and engaging work environment. Our team enjoys the flexibility to work in a way that maximizes their productivity, whether from the comfort of home or in our conveniently located offices.About UsTecsys is a dynamic and fast-growing innovator providing cutting-edge supply chain solutions to leading healthcare systems, hospitals, pharmacies, distributors, retailers, and 3PLs. Partnering with industry leaders, we leverage technology to revolutionize supply chains. If you are eager to tackle exciting challenges and pursue continuous learning, Tecsys may be the ideal place for you!Our Product & Technology team utilizes Operations Research alongside AI and ML technologies to create next-generation supply chain solutions. We maintain a practical approach to applying AI in addressing tangible challenges in warehousing, distribution, transportation, and supply chain management. We are currently seeking a Senior AI/ML Developer to drive forward our AI, ML, Data Science, and Operations Research initiatives, delivering actionable business insights for various supply chain applications.Your RoleAs our resident AI expert, you will collaborate closely with development teams to lead the creation of innovative features, providing actionable insights to our customers and end-users, enabling them to manage their operations efficiently. You will spearhead the identification, coordination, and development of Data Science solutions to construct predictive and prescriptive models, as well as design AI/ML solutions that utilize data pipelines to effectively tackle supply chain problems. Furthermore, you will contribute to the design and development of robust, production-grade AI systems, including LLM-powered features, retrieval-augmented generation (RAG) pipelines, and multi-step agent workflows. Your efforts will help transform experimental AI capabilities into reliable, scalable, and measurable product features.While managing the end-to-end cycles of solutions is not your primary responsibility, your support in this process—particularly in developing tools to evaluate model efficacy—will be invaluable.

ABOUT XSOLLAXsolla is a leading global commerce platform that equips developers with innovative tools and services to navigate the complexities of the video game industry. From indie developers to major AAA studios, Xsolla empowers its partners to fund, distribute, market, and monetize their games effectively. With a strong belief in the future of gaming, we are dedicated to connecting opportunities and continuously providing new resources to creators. Headquartered in Los Angeles, California, we serve as the merchant of record and have successfully assisted over 1,500 game developers in reaching wider audiences and expanding their businesses globally. Our mission is to ensure developers have everything they need to thrive in the gaming landscape.Position Overview: As a Full Stack AI Engineer, you will design and develop cutting-edge applications that power generative AI platforms.Key Responsibilities:- Architect and develop full-stack applications tailored for generative AI solutions.- Create and maintain dynamic frontend applications using Next.js with integrated API routes.- Design and implement visually engaging and responsive user interfaces utilizing Tailwind CSS / Shadcn or similar CSS libraries.- Write clean, efficient, and scalable code using Python and TypeScript.- Collaborate with various libraries or frameworks based on project needs.- Stay informed about the latest trends in AI and associated technologies, frameworks, and tools (e.g., MCP, agentic systems).- Develop APIs and infrastructure supporting LLM-based features and workflows.- Work closely with frontend, ML, and product teams to deliver seamless AI experiences.- Optimize backend systems for enhanced performance, scalability, and reliability.

About Us: ManosManos Software Group is a proud member of Valsoft Corporation, a long-term investor dedicated to vertical software businesses. Valsoft focuses on acquiring and operating software companies with a philosophy of permanent ownership, emphasizing autonomy, disciplined growth, and the creation of long-term value. Manos is dedicated to adjacent sectors in healthcare, including dental, medical, and veterinary software.Your Role:Lead the development of a groundbreaking B2B SaaS venture centered on AI innovation within a vertical software market.Craft and execute a scalable go-to-market strategy: identify early adopters, refine positioning, and secure initial contracts.Establish a milestone-driven plan, allocate budgets, and raise capital with our support.Build a high-performing team to drive product, technology, sales, and operational initiatives.Foster relationships with business owners, technology partners, and other Valsoft companies.Operate the business with complete autonomy.

ABOUT YOUWe are seeking a seasoned Lead QA Automation Engineer with extensive technical expertise in designing, maintaining, and scaling backend automation systems. You thrive in a leadership role, guiding teams through influence, shaping testing strategies, mentoring fellow engineers, and ensuring the highest standards of automation excellence across diverse teams.Your experience with distributed systems, both monolith and microservices, equips you to devise comprehensive testing strategies that encompass APIs, data flows, integrations, and edge cases. You possess an engineering mindset, communicate effectively as a leader, and take ownership of building a world-class quality infrastructure.Pragmatic in your approach, you continuously explore new tools and AI-driven solutions to enhance efficiency while adhering to solid engineering principles.In your capacity as QA Lead, you will oversee and mentor a team of QA engineers, ensuring the delivery of top-notch software across various projects. Your responsibilities will include defining and enforcing testing standards, managing defect governance, and spearheading automation initiatives while fostering collaboration among cross-functional teams. You will allocate resources smartly, align testing processes with organizational objectives and timelines, and serve as the primary liaison for stakeholders, providing transparent communication on quality metrics, risks, and progress. Your role also involves continuously refining workflows to boost efficiency, reliability, and team performance.ABOUT USXsolla is a leading global commerce company, offering innovative tools and services to empower developers in navigating the complexities of the video game industry. From indie developers to AAA studios, our partners rely on Xsolla to support them in funding, distributing, marketing, and monetizing their games. Committed to the future of gaming, we strive to connect opportunities and provide creators with essential resources. Headquartered in Los Angeles, California, Xsolla operates as the merchant of record and has successfully assisted over 1,500 game developers in expanding their reach and growing their businesses worldwide. With our diverse pathways to profitability, we equip developers with everything they need to succeed in the gaming landscape.For more information, visit Xsolla.com

About Valsoft Corp.Founded in 2015 in Canada, Valsoft Corp. has expanded its reach to a global portfolio of over 120 companies. We specialize in acquiring and developing vertical market software firms, empowering each business to provide exceptional mission-critical solutions tailored to their industry needs. Valsoft is committed to investing in established enterprises while cultivating an entrepreneurial atmosphere that transforms companies into industry leaders.We focus on building, holding, and generating value through long-lasting partnerships with existing management teams.About the RoleWe are in search of a talented AI Engineer to join our team in designing, building, and deploying intelligent systems that will drive the next generation of our products. In this position, you will operate at the crossroads of machine learning, data analysis, and software engineering, crafting AI-powered features that create tangible value for our customers.Your role will involve close collaboration with product, engineering, and data teams to convert innovative ideas into scalable AI solutions, from initial experimentation and model development through to production deployment.This is a fantastic opportunity to work with cutting-edge AI technologies and influence how artificial intelligence is integrated across our platform.What You’ll DoDesign, develop, and deploy machine learning and AI models within production environments.Create and maintain AI-driven features and services across our suite of products.Manage large datasets to train, evaluate, and enhance model performance.Implement and optimize LLM-based applications, NLP models, and recommendation systems.Collaborate with product and engineering teams to address business challenges with innovative AI solutions.Develop scalable pipelines for data processing, model training, and inference.Monitor model performance and continuously enhance accuracy, efficiency, and reliability.Stay informed about the latest advancements in AI, machine learning, and generative AI.What We’re Looking ForMinimum of 3 years of experience in AI, machine learning, or data science engineering.Proficient programming skills in Python.Experience with machine learning frameworks such as TensorFlow, PyTorch, or similar.Familiarity with LLMs, NLP, or generative AI technologies.Proven experience in deploying models within production environments.Knowledge of data pipelines, APIs, and cloud platforms (AWS, GCP, or Azure).Strong analytical and problem-solving abilities, with a knack for translating business needs into technical solutions.

Join Aspire Software as an AI Lead and shape the future of AI-driven solutions!As a part of Valsoft Corporation, Aspire Software is dedicated to acquiring, developing, and enhancing vertical market software companies globally. Our brands enjoy entrepreneurial independence while leveraging shared expertise and collaborative efforts across our international portfolio.Role OverviewThe AI Lead is pivotal in recognizing, constructing, validating, and scaling AI-powered product solutions that deliver tangible results for customers and the business. This hands-on role embodies an AI-first philosophy, working closely with clients to create solutions that evolve through continuous feedback.Core ResponsibilitiesAI-First Product DevelopmentDevelop innovative product solutions utilizing AI as the primary medium.Rapidly prototype and refine ideas to validate concepts early in the process.Leverage AI agents for requirements analysis, design exploration, implementation, and testing.Transition from problem identification to practical solutions without relying on traditional SDLC practices.Customer Engagement & DiscoveryEngage directly with clients to uncover workflows, challenges, and unmet needs.Utilize live demonstrations and working prototypes to stimulate customer discussions.Validate solutions through actual usage rather than assumptions.Build trust by transparently discussing AI behaviors, limitations, and trade-offs.Opportunity Identification & Problem FramingClearly articulate problems before execution.Spot new opportunities for AI-powered solutions and potential revenue streams.Assess ideas based on their impact, feasibility, and learning speed.Use experiments to quickly eliminate less viable ideas.Ownership of OutcomesDefine success in terms of user adoption, retention, operational efficiency, and revenue impact.Prioritize initiatives based on their outcomes rather than feature count.Continuously evaluate if solutions are providing genuine value.Oversee the entire lifecycle from concept to execution.

Join our team at Segula Technologies as a Senior Mechanical Lead Engineer. In this pivotal role, you will lead and manage mechanical engineering projects, ensuring innovative solutions that meet client specifications and industry standards. You will collaborate with cross-functional teams to develop cutting-edge mechanical systems, while mentoring junior engineers and contributing to the overall success of our technical direction.

About UsEli Health is revolutionizing hormone monitoring, enabling users to achieve both their daily and long-term health objectives. Say goodbye to waiting days for critical biomarker insights; now you can access actionable results in mere minutes. Our flagship innovation, the Hormometer™, stands as the first instant hormone monitoring platform delivering results from saliva to a mobile app anytime, anywhere.After six years of dedicated research and development, over 2,000 iterations, and supported by numerous patent-pending innovations, Eli’s award-winning platform transforms hormone levels into measurable signals that can be tracked and optimized. Just as the thermometer and glucometer have significantly impacted health for millions, Eli is positioned to lead the next major advancement in health monitoring technology.About the RoleThis is a hands-on senior engineering position pivotal to our product development.You will own the complete technical direction of our consumer mobile application from the React Native front end to the underlying infrastructure. This role includes managing a small team of adept developers, contributing as an active team member. A key responsibility will be to elevate the engineering maturity of your team. As the product is live and expanding rapidly, the next 6-18 months are critical. We seek someone with experience scaling a consumer application in a comparable environment.You will report directly to our CTO and collaborate closely with our product and machine learning teams.Your ResponsibilitiesTeam DevelopmentPromote technical excellence and growth through mentorship, system-level guidance, and code-level feedback.Assist with hiring efforts as the team expands.Technical LeadershipEstablish and maintain engineering standards across the full stack, including mobile and backend, addressing architecture, code quality, and release practices.Lead planning and sprint execution while facilitating team progress.Ensure uptime, stability, and implement systems to identify issues proactively.Drive the infrastructure, observability, and reliability initiatives necessary to support a growing user base without incidents or regressions.Hands-on DevelopmentEngage in writing and reviewing code...

Join our dynamic team at Xsolla as an AI Infrastructure Engineer. In this role, you will be responsible for designing and implementing robust AI infrastructure solutions that empower our gaming services. Your expertise in AI technologies and cloud computing will play a critical role in enhancing the performance and scalability of our systems.Key responsibilities include developing AI models, optimizing data pipelines, and collaborating with cross-functional teams to integrate AI solutions into our existing frameworks. If you are passionate about artificial intelligence and eager to make an impact in the gaming industry, we want to hear from you!

AI Automation EngineerJoin the Aspire Software team as we innovate and grow in Montreal!Role OverviewAs an AI Automation Engineer at Aspire Software, you will play a pivotal role in designing, developing, and deploying AI agents that enhance operational efficiencies for our portfolio companies or serve as independent products for our clients. This position is not research-focused; rather, you will immerse yourself in the operations of Aspire Software and its partner companies to create AI solutions that streamline processes such as customer service, sales outreach, onboarding, and documentation.Your contributions will not only replace existing manual workflows but will also pave the way for new revenue-generating products that will be marketed to our customer bases. You will deliver impactful solutions to actual users!About Aspire Software: A proud operating group under Valsoft Corporation, Aspire Software is dedicated to acquiring and managing vertical market software companies with a long-term investment perspective. We prioritize autonomy, sustainable growth, and enduring value creation, allowing our partners to thrive while retaining their entrepreneurial spirit.The ideal candidate will work from a flexible location within commuting distance of our Saint-Laurent, Montreal office in a hybrid work model!Your Responsibilities:Build Internal AI Agent TeamsDesign and implement AI agents that facilitate operational tasks across Aspire Software and its partner companies, including customer support, sales outreach, onboarding automation, and content management.Evaluate the impact of your solutions by measuring labor hours saved and productivity enhancements.Collaborate closely with portfolio company operators to identify the most valuable automation opportunities.Develop External AI ProductsCreate innovative AI-driven products, including voice agents, AI copilots, workflow automation tools, and documentation systems specifically for Aspire's vertical markets.Oversee the product lifecycle from prototyping to launch, ensuring customer acquisition and satisfaction.Deliver and RefineRapidly transition from concept to MVP to production.Conduct beta testing with real users, collect feedback, and continuously enhance your solutions.Engage in cross-functional collaboration with product, engineering, and marketing teams.Your Profile:Qualifications:A proven history of developing products, tools, or projects, whether through professional experience or personal initiatives.Strong analytical and problem-solving skills.Excellent communication and collaboration abilities.Experience in AI technologies and automation is a plus.

About Stay22At Stay22, we are redefining how individuals convert online. Our AI-powered affiliate platform empowers publishers, ticketing platforms, and content creators to unlock new revenue streams while enhancing user experience for their audiences. At Stay22, our partners don't just earn more; they also provide more. Join us to be part of something significant that is transforming the affiliate landscape.Job OverviewAs a Senior Backend Developer within Stay22's Neuro Team, you will be pivotal in designing and developing robust backend systems that underpin our AI/ML infrastructure. The Neuro team's mission is to create, develop, and maintain our Roam and Spark engines—our machine learning-based redirection and affiliate link systems—along with associated services such as ML pipelines, model hosting, and LLM gateways.In this role, your focus will be on the AI/ML infrastructure (with model training managed by our ML engineers), ensuring seamless data flow in the pipelines and the reliability of inference services. You will support Stay22's Roam and Spark AI products by developing scalable backend APIs and services for real-time inference and analytics, while also creating APIs and tools that facilitate rapid AI experimentation at the enterprise level.Key ResponsibilitiesDesign, develop, and maintain end-to-end AI/ML pipelines and services, from data preparation to model deployment and real-time inference engines, to support Stay22's AI products.Develop the backend and APIs for the Roam (ML-based redirection) and Spark (AI-based affiliate links) engines, ensuring scalability, performance, and reliability.Create and maintain internal client/gateway layers for large language models (LLM), enabling product teams to leverage these models for functionalities such as content suggestion and classification.Collaborate with the ML engineering team to integrate trained models into production services and with the Data team to optimize the pipelines feeding the models.Work with the Forge/platform team to set up and maintain cloud infrastructure (GCP), ensuring high availability and performance.