Model Serving Engineer

<span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Bright Vision Technologies is a forward-thinking software development company dedicated to building innovative solutions that help businesses automate and optimize their operations. We leverage cutting-edge technologies to create scalable, secure, and user-friendly applications.</span></span><br><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">As we continue to grow, we’re looking for a skilled Model Serving Engineer to join our dynamic team and contribute to our mission of transforming business processes through technology.</span></span><br><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">This is a fantastic opportunity to join an established and well-respected organization offering tremendous career growth potential.</span></span><br><br><span style="font-size:15pt;"><span style="font-family:Arial, sans-serif;"><span style="font-weight:bold;">Model Serving Engineer</span></span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b>Job Title:</b> Model Serving Engineer</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b>Location:</b> 100% Remote (Continental United States)</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b>Position Type:</b> In-house Bright Vision Technologies SOW engagement (no third-party client or vendor)</span></span><br><b>Salary: $100K - $150K / Annum</b><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b>Experience:</b> 6+ years</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b>Sponsorship:</b> No new H1B sponsorship available. H1B transfers welcomed for qualified candidates.</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b>Employment Type:</b> Full-time, direct W2 with Bright Vision Technologies (no C2C, no 1099, no third-party)</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b>Engagement:</b> Long-term, multi-year, aligned to the Bright Vision SOW delivery roadmap</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b>Compensation:</b> Competitive base salary commensurate with experience, plus benefits.</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b><span style="font-size:13pt;">Employment Terms & Visa Policy</span></b></span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b>This is a 100% remote, full-time, direct W2 position with Bright Vision Technologies.</b></span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b>This role is part of Bright Vision Technologies’ in-house Statement of Work (SOW) engagement.</b> The client, end customer, and employer for this position is Bright Vision Technologies — there is no third-party client, vendor, or implementation partner involved.</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">We do not engage in C2C, 1099, or third-party arrangements for this role.</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b>BUT STRICTLY NO C2C/1099/3RD PARTY COMPANIES. ALL OUR ROLES ARE W2 AND NO 3RD PARTY BROKERING PLEASE.</b></span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Candidates must be willing to work directly as a full-time W2 employee of Bright Vision Technologies and contribute to our in-house SOW deliverables.</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">No new H1B sponsorship is available for this role.</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b>However, candidates who are currently on a valid H1B visa and require a transfer are welcome to apply. We will support H1B transfers for qualified candidates.</b></span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">For every role, a technical coding assessment is mandatory. Please apply only if you are confident in your technical abilities and hands-on experience.</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b><span style="font-size:13pt;">Job Summary</span></b></span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">We are seeking a Model Serving Engineer to design, build, and operate high-performance, highly reliable inference platforms for serving large machine learning models in production. The role focuses on the systems engineering side of AI deployment, including request routing, batching, caching, autoscaling, GPU utilization, and end-to-end observability across diverse model workloads. The ideal candidate brings strong distributed systems and performance engineering expertise, has shipped serving systems at scale, and understands the trade-offs between latency, throughput, cost, and quality in ML serving.</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b><span style="font-size:13pt;">Key Responsibilities</span></b></span></span><ul style="margin-bottom:4px;"><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Design and operate model serving platforms supporting diverse workloads including LLMs, vision models, and recommendation systems.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Optimize inference performance using continuous batching, paged attention, speculative decoding, and request multiplexing.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Implement multi-tenant routing, rate limiting, and quality-of-service policies across model endpoints.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Build autoscaling and capacity management systems that balance latency, throughput, and cost.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Tune GPU utilization, memory management, and KV cache strategies for LLM serving workloads.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Integrate model serving with API gateways, identity systems, and observability platforms.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Implement caching, prompt deduplication, and response reuse strategies where appropriate.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Drive end-to-end observability including latency histograms, queue dynamics, GPU utilization, and error tracking.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Develop deployment workflows including canary releases, shadow testing, and automated rollback.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Operate incident response for high-availability AI services and drive durable reliability improvements.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Collaborate with ML and product teams to support new model releases and capability rollouts.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Implement security controls including request signing, content filtering, and abuse detection at the serving layer.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Document operational procedures, performance characteristics, and tuning guidance for internal teams.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Stay current with AI serving research and translate advances into production capabilities.</span></span></li></ul><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b><span style="font-size:13pt;">Required Qualifications</span></b></span></span><ul style="margin-bottom:4px;"><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Bachelor’s or Master’s degree in Computer Science or a related field.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Six or more years of experience in distributed systems, infrastructure, or ML platform engineering.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Strong proficiency in Python and a systems language such as Go, Rust, or C++.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Deep experience operating high-throughput, low-latency services in production.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Hands-on experience with LLM or large model inference frameworks such as vcLLM or TensorRT-LLM.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Strong understanding of GPU architecture, memory hierarchies, and accelerator utilization.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Familiarity with Kubernetes, autoscaling, and modern cloud platforms.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Experience with observability stacks including metrics, tracing, and structured logging.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Solid grounding in performance engineering and capacity planning.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Strong communication and incident response skills.</span></span></li></ul><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b><span style="font-size:13pt;">Preferred Qualifications</span></b></span></span><ul style="margin-bottom:4px;"><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Open-source contributions to model serving infrastructure.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Experience with multi-region or globally distributed AI serving.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Familiarity with model quantization, distillation, and compression techniques.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Exposure to FinOps for AI workloads and cost-efficient serving design.</span></span></li><li style="margin-bottom:4px;margin-left:8px;"><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Experience supporting external-facing AI APIs at scale.</span></span></li></ul><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;"><b><span style="font-size:13pt;">How to Apply</span></b></span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Would you like to know more about this opportunity?</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">For immediate consideration, please send your resume to venkat.r@bvteck.com or contact us at (908) 505-3899. Learn more about Bright Vision Technologies at www.bvteck.com.</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">We recognize that our people are our strength, and the diverse talents they bring to our global workforce are directly linked to our success. We are an equal opportunity employer and place a high value on diversity and inclusion at our company.</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">We do not discriminate on the basis of any protected attribute, including race, religion, color, national origin, gender, sexual orientation, gender identity, gender expression, age, marital or veteran status, pregnancy or disability, or any other basis protected under applicable law. We also make reasonable accommodations for applicants’ and employees’ religious practices and beliefs, as well as mental health or physical disability needs.</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Bright Vision Technologies is an Equal Opportunity Employer, including Disability/Veterans.</span></span><br><span style="font-size:11pt;"><span style="font-family:Arial, sans-serif;">Position offered by “No Fee Agency.”</span></span><br> <p>Equal Employment Opportunity (EEO) Statement</p> <p>Bright Vision Technologies (BV Teck) is committed to equal employment opportunity (EEO) for all employees and applicants without regard to race, color, religion, sex, sexual orientation, gender identity or expression, national origin, age, genetic information, disability, veteran status, or any other protected status as defined by applicable federal, state, or local laws. This commitment extends to all aspects of employment, including recruitment, hiring, training, compensation, promotion, transfer, leaves of absence, termination, layoffs, and recall.</p> <p>BV Teck expressly prohibits any form of workplace harassment or discrimination. Any improper interference with employees' ability to perform their job duties may result in disciplinary action up to and including termination of employment.</p>

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