Applied AI Researcher: Domain-Scale GenAI & Production
Articul8
About Us: Articul8 was born from a simple belief: GenAI should work for the enterprise, not the other way around. Our platform — combining domain-specific models, autonomous agentic reasoning (ModelMesh™), reliable model evaluation (LLM-IQ™), and multimodal understanding — serves regulated industries such energy, semiconductor, finance, aerospace, supply chain, and more. Trusted by Fortune 500 enterprises, we bring together research, engineering, product, and domain expertise to deliver AI that meets the accuracy, explainability, and auditability standards that high-stakes environments demand. Job Description: Articul8 AI is seeking an Applied AI Researcher to advance our domain-specific GenAI platform. You will design and run experiments, build training and evaluation pipelines, and ship research into production. This role spans model training, reinforcement learning, multimodal understanding, and knowledge representation. Responsibilities: Architect and orchestrate massively parallel AI research workflows — design experiments that leverage fleets of agentic AI systems to explore hypothesis spaces, hyperparameter landscapes, and architectural variations at a scale and speed no single researcher could achieve alone Design, train, and iterate on models across the full GenAI stack — LLMs, VLMs, embedding models, rerankers, and reward models — using agentic pipelines that autonomously manage data preprocessing, training runs, evaluation sweeps, and result synthesis Go deep: push the frontier of domain-specific AI — conduct rigorous, first-principles research into model architectures, training dynamics, reinforcement learning, and knowledge representation, using AI agents to accelerate literature review, ablation studies, and mathematical analysis Go broad: span disciplines and modalities — amplify your expertise across NLP, computer vision, multimodal understanding, agentic reasoning, and domain science by delegating exploration, prototyping, and benchmarking to parallel agent systems so you can synthesize insights across fields simultaneously Build agentic research infrastructure — develop and contribute to shared tooling, libraries, and platforms that enable every researcher on the team to orchestrate autonomous experiment pipelines, data processing workflows, and evaluation harnesses at scale Ship research into production at velocity — collaborate with engineering, product, and domain experts to integrate breakthroughs into the platform rapidly, using agentic CI/CD and automated integration testing to compress the research-to-deployment cycle Amplify collective intelligence — document findings, publish at top-tier venues, and build internal knowledge systems that agentic tools can index and reason over — turning every insight into a force multiplier for the entire team Continuously raise the ceiling on human potential — proactively identify bottlenecks in your own workflow and the team's, then design or adopt efficient, scalable solutions that eliminate them — treating your own augmentation as a core research output Required Qualifications: Education: PhD in Computer Science, Machine Learning, or a related field; or MSc with 4+ years of post-graduation research experience. Model development: You have trained or fine-tuned at least one neural model end-to-end — data preparation through evaluation. You understand why your model converges or doesn't, not just how to launch a training run. Technical foundations: Strong working knowledge of probability, optimization, and linear algebra applied to at least one of: NLP, computer vision, reinforcement learning, or information retrieval. You can derive the math behind the methods you use. Infrastructure: Experience building training or evaluation pipelines that handle real data — preprocessing, distributed computation, experiment tracking, and reproducibility. Software engineering: Production-quality Python. You write code others can read, test, and extend. Fluent with Git and collaborative development workflows. Preferred Qualifications: Experience with distributed training frameworks (PyTorch DDP, DeepSpeed, FSDP) — you understand gradient synchronization and can debug multi-GPU failures. Published at NeurIPS, ICML, ICLR, ACL, EMNLP, CVPR, or equivalent. Quality of contribution matters more than count. Hands-on experience with post-training methods (RLHF, DPO, reward modeling) — beyond reading papers. Practical cloud infrastructure experience (AWS, GCP, or Azure) for ML workloads — you can provision resources, manage jobs, and troubleshoot training failures. Professional Attributes (Code42): Practice Humility: You ask questions even when you think you know the answer. You seek feedback early, learn from anyone regardless of title, and treat every experiment — especially the failures — as data. Bias for Outcomes: You measure your work by what changed, not what you tried. You ship results, not slide decks. When a deadline is real, you find a way. Care Deeply: You treat every problem as yours to solve. You review your own work with the rigor you'd want from a reviewer. You help teammates without being asked. Dare to Do the Impossible & Embrace Scarcity: You set goals that make you uncomfortable. When told something can't be done, you find a way or a better question. Constraints sharpen your thinking, not slow it down. Build a Better World: You believe AI should make things meaningfully better for real people. You hold yourself accountable not just for whether your model works, but for what it does in the world. If you're ready to join a team that's changing the game, apply now to become a part of the Articul8 team. #J-18808-Ljbffr Articul8
- ...generation of AI: autonomous agents... ...AI. The Applied Artificial Intelligence... ...Applied AI ML Researcher Director in the... ...-grade, large-scale, deployable... ...Architect and develop GenAI and agentic... ...within the domain Deliver multiple... ...solutions in a production environment, with...Suggested
- As an Applied AI/ML Researcher within the AI4Tech Team at JPMorgan Chase, you will... ...innovation in developer productivity, CI/CD, observability, incident... ...and development on GenAI and agentic AI solutions to... ...incident response in large-scale, regulated environments.- Strong...Suggested
- ...next generation of AI: autonomous agents... ...Agentic AI. The Applied Artificial Intelligence... ...the Applied AI Research team in Commercial... ..., and deployed at scale. You will partner... ...applications into production environments with... ...financial services domains and operational...Suggested
$207k - $301k
...scalable and agentic AI solutions for... ...use cases across domains like finance, sales... ...of AI quality for production systems by defining... ...team of developers, researchers, engaging in... ...algorithms and tools, or Applied ML (e.g., LLM's,... ...solutions to solve large-scale problems....Suggested- ...Description:The client’s product lets you... ...collaborate with generative AI to boost... ...talented UI designers, researchers, writers, content... ...experience in an applied research setting.Research... ..., mobile devices, GenAI would be... ...questions within a given domain, and of technical...Suggested
$228.8k - $403.2k
...believe meaningful AI doesn’t start with... ...specialized AI at scale. The AI landscape has... ...Snorkel started as a research project in the... ...high performance, and production-ready systems. We work... ...how AI is built? Apply to be the newest... ..., DPO, RLAIF), and domain areas such as coding...Local area- ...a simple belief: GenAI should work for the... ...combines domain-specific models,... ...we bring together research, engineering, product, and domain expertise to deliver AI that meets the accuracy... ...build, evaluate, and scale domain‑specific... ...approaches) applied to real alignment...Shift work
$207k - $300k
...aspiration and riskiness of research with the speed and... ...developing novel AI reasoning... ...solve complex, global-scale problems by iteratively... ...a valuable product for our users. About the roleAs an Applied AI Researcher, you... ...to work in diverse domains using a wide variety...Full time- Amazon Science, in Palo Alto, is seeking an Applied Scientist with ML engineering background to... ...and scalable inference systems for Sponsored Products and Brands. You will collaborate with engineers and scientists to deploy AI solutions across Amazon platforms and surfaces...
$190k - $275k
...States Role As an Applied Scientist (ML) at Samaya... ...closely with our product and engineering... ...use cutting‑edge ML research to transform how users... ...critical technical domains: Retrieval,... ...reinforcement learning AI agents for... ...knowledge work at scale. Build novel ML evaluation...Temporary workWork at officeVisa sponsorshipFlexible hours- Google DeepMind is hiring a Research Scientist to design and deploy large-scale experiments, advancing AI through innovative research and production-grade implementations. You will drive ideas from concept to tested prototypes, collaborating across teams to deliver practical...
- DeepMind is seeking a Research Scientist to set up large-scale tests and deploy promising ideas quickly... ..., managing deadlines while applying the latest theories to advance products and technologies. You will... ..., and performance analysis domains. You will publish findings...Worldwide
- Lightspeed Studios is seeking candidates for a role focused on the research and development of large-scale video world models. This position involves designing datasets, foundational model algorithms, and evaluating model capabilities. Ideal candidates should have a Bachelor...
$192.2k - $260k
...looking for a Senior Applied Scientist to help drive the research and development of... ...conversational AI. You will contribute... ...designed for real-time production deployment.Key job... ...Foundation Model Scaling - Help build and train... ...to speech/audio domains- Publication record...Local areaFlexible hours$102.1k - $202.2k
...ContributorTravel: Less than 25%Profession: Research, Applied, & Data SciencesDiscipline:... ...ad ranking across large-scale consumer surfaces. The team... ...economics, shipping production-grade models and data pipelines... ...January 26, 2026, Microsoft AI (MAI) employees who live within...Ongoing contractWork at officeLocal area$171.6k - $222.2k
...talented, and inventive Applied Scientist with a... ...in generative AI and foundational models... ...in the form of products and services that... ..., and large-scale computing resources... ...our customers by researching and building innovative... ...Applications and training GenAI modelsAmazon is an...Local areaWorldwideFlexible hours$228.7k - $309.4k
As a Principal Applied Scientist for Full-Funnel Campaign optimization, you will... ...budget across sponsored ad products to maximize advertiser outcomes and... ...engineering and product to take models from research to production at Amazon scale, and directly move advertiser ROAS...Local areaFlexible hoursDay shift$207k - $301k
...efficiency. Drive new research ideas from... ...experimentation, to production in a rapidly... ...Experience in the domain area of generative AI and Large... ...'ll setup large-scale tests and deploy... ...deliverables while applying the latest theories... ...and innovative GenAI experiences across...Shift work$232k - $252k
...portfolio of multi-method research projects spanning... ...the pace of a frontier AI lab.Define and uphold the... ...experienceExperience partnering with product/engineering teams to... ...across multiple domains. Our global teams offer... ...at Google.Note: By applying to this position you will...$252k - $274k
...needs in generative AI. Move beyond... ...lead foundational research that informs the multi-year product roadmap.Define the... ...strategy.Develop and scale new frameworks for... ...boundaries across multiple domains. Our global teams... ...at Google.Note: By applying to this position you...$216.3k - $280.8k
...Meet the TeamThe Cisco AI Research team is a dynamic... ...security, and observability domains. We operate at the... ...intersection of basic and applied research, ensuring... ...problems at a global scale.Your ImpactAs a Lead AI... ...competitive value across our product portfolio.Conduct...Full timeTemporary workWork at officeLocal areaFlexible hours- ...our company.As an Applied AI Machine Learning... ...development of scalable, production-grade advanced ML... ...in learning, researching, and... ...production. Build domain understanding to... ...security controls for GenAI systems, including... ...Experience with scaling LLM systems (caching...
$192k - $304.75k
...looking for a passionate AI research scientist with deep... ...entire ecosystem. As a Sr. Applied Research Scientist in... ...teams across Product, Engineering, and Applied... ...create high-quality, large-scale datasets for quantum... ...data, enabling domain-adapted models that improve...Full time$207k - $300k
Staff AI Research Scientist, Applied AI, Google Cloud corporate_fare Google place Sunnyvale... ...AI solutions to solve large-scale problems. Experience with the entire product development process, from... ...enterprise use cases across domains like finance, sales, marketing...Full time$192.16k - $297.84k
...drive business impact. As an Applied AI Scientist, you'll tackle complex... ...marketing optimization, and product experience. With over 130... ...systems, computer vision and GenAI.Collaborate cross-functionally... ...into challenges related to data scale and noise, implementing...$159k - $230k
...analyze mixed-methods research, with a focus on... ...methods, to inform product strategy and design... ...user behaviors at scale.Collaborate closely... ...Explore and implement AI tools and... ...product research in an applied research setting, or... ...in the mobile app domain (e.g., user growth,...$328k - $365k
Partner with product, engineering, and UX to develop... ...build a universal AI assistant that will... ...with AI at scale.As a Data Scientist... ...collaborate with the GenAI team on model quality... ...across multiple domains. Our global teams offer... ...at Google.Note: By applying to this position...$100.08k - $118.81k
...and create new knowledge across areas of research that are crucial for advancing the long-term... ...teams to develop solutions at a global scale. The school is dedicated to creating and... ...global network of partners. Position Title Applied Scientific Researcher - Project Unleaded...Fixed term contractWork experience placementWork at officeLocal areaWork visaFlexible hours- Apple Inc. in Cupertino is seeking a Senior Applied ML Researcher to design, train, and deploy state‑of‑the‑art models for video, audio, and multimodal... ...will work closely with research scientists, engineers, and product teams to enable intelligent systems that can see, hear, and...
- ...discipline to work on Agentic AI systems for mobility. Role summary... ...will conduct cutting-edge research at the intersection of large language... ...(LLMs, VLMs, and other large-scale AI architectures), including... ..., and application to domain-specific tasks Strong programming...Remote workMonday to Friday
Do you want to receive more vacancies?
Subscribe and receive similar vacancies to Applied AI Researcher: Domain-Scale GenAI & Production. Be the first to apply!
- postdoctoral researcher cosmetic science Palo Alto, CA
- researcher Palo Alto, CA
- music researcher Palo Alto, CA
- product researcher Palo Alto, CA
- security researcher Palo Alto, CA
- field researcher Palo Alto, CA
- machine learning researcher Palo Alto, CA
- data collection researcher Palo Alto, CA
- independent researcher Palo Alto, CA
- court researcher Palo Alto, CA
