Senior Mechanical Engineer Prestige Development GroupSenior Mechanical EngineerPlymouth, MN$95,000–$130,000 / yearFull timeThe team is seeking a hands-on Senior Mechanical Design Engineer who will be responsible for the entire product design and production lifecycle of fluid handling products — from research, prototyping, design, testing, validation, sourcing, production tooling and lifecycle support of existing products. Prestige Development Group (PDG) specializes in providing innovative human capital management solutions tailored to meet the needs of both private and public sector organizations.
Test Engineer – Automated Test Development - LabVIEW JobotTest Engineer – Automated Test Development - LabVIEWLandfall, MN$90,000–$111,000 / yearOur client is a well-established global electronics manufacturing services (EMS) provider that partners with leading companies to design, build, and test complex electronic products across a wide range of industries. Information collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal.
Project Engineer – Instrumentation and Monitoring Sixense Inc.Project Engineer – Instrumentation and Monitoringminneapolis, MN$70,000–$110,000 / yearFull timeInstall and maintain various geotechnical and structural monitoring instruments following Sixense procedures, including but not limited to datalogging systems, Vibration Monitors, Inclinometers, Piezometers, Noise Monitors and Automatic Motorized Total Stations. Demonstrable experience with the installation and maintenance of geotechnical and structural instruments such as piezometers, inclinometers, extensometers, and total stations, or similar technologies.
NewBusiness Development Engineer (Mfg. Sales role) JobotBusiness Development Engineer (Mfg. Sales role)Blaine, MN$120,000–$150,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. As a Business Development Engineer, you will be responsible for identifying new opportunities, developing strategic partnerships, and driving sales growth.
NewAutomation Engineer JobotAutomation EngineerFridley, MN$112,000–$130,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. Capabilities include i n-house tool shop and mold design for quick prototyping of injection, compression and transfer tools, compound development and material test lab with over 1000 existing formulations.
Senior Drainage Engineer/Manager JobotSenior Drainage Engineer/ManagerMinneapolis, MN$80,000–$140,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. The successful candidate will have the opportunity to work on a variety of exciting projects, utilizing their expertise in BMP design, storm water permitting, hydrologic and hydraulic modeling, and roadway drainage system layout and design.
NewSenior Staff Manufacturing Engineer (Electrical) JobotSenior Staff Manufacturing Engineer (Electrical)Lansing, MN$85,000–$120,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. Join a powerhouse engineering team where you’ll lead high‑impact electrical projects, shape cutting‑edge automation, and influence systems across a nationwide manufacturing network.
NewProject Engineer JobotProject EngineerMinneapolis, MN$80,000–$105,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. Operating as a trusted trade partner rather than a general contractor, this company performs selective interior and structural demolition, as well as rough and finish carpentry for complex build-outs and renovations.
NewQuality Engineer JobotQuality EngineerLino Lakes, MN$100,000–$120,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. This is an exciting opportunity to work in a fast-paced, technologically advanced environment where your work will make a significant impact on the quality of our products and the satisfaction of our customers.
NewElectrical Engineer JobotElectrical EngineerMinneapolis, MN$120,000–$150,000 / yearAs an award-winning, integrated architecture, engineering, and planning firm, we are seeking a Senior Electrical Project Engineer to lead and manage large-scale projects and electrical teams both locally and across the country. Information collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal.
NewQuality Engineer I #26-17850 US Tech Solutions, Inc.Quality Engineer I #26-17850St. Paul, MNMay be asked to engage in projects/project plans outlining work plans including timelines, roles and resources; Identifies and leads cross-functional project teams comprised of functional experts and local managers. Communicating product performance by formal presentations to management committees and design teams, supporting published product performance reports and customer requests for performance information either directly or through the sales organization.
NewIVVO / FLISR Engineer System OneIVVO / FLISR EngineerMinneapolis, MN$37–$40.50 / hourSystem One, and its subsidiaries including Joulé and Mountain Ltd., are leaders in delivering outsourced services and workforce solutions across North America. Deploy and manage automated field devices such as capacitor banks and protection devices, including system study, settings development, and database updates.
NewSoftware Engineer 3 Distinctive Staffing SolutionsSoftware Engineer 3Maple Grove, MNEngage in our Agile environment and contribute to the development of efficient software products that serve our diverse client base, including farmers, agents, and re-insurers. Collaborate with team members and cross-functional teams to solve complex problems and implement process improvements.
NewControls Engineer Distinctive Staffing SolutionsControls EngineerPlymouth, MNJoin our clients dynamic team, where you'll have the opportunity to design, program, and commission advanced automation systems for diverse industries. Guide projects from initial concept through to startup and commissioning phases.
Senior Electrical Engineer Aminov Search PartnersSenior Electrical EngineerMankato, MN$100,000 / yearYour qualifications include a degree in Electrical Engineering or related field, over five years of experience in consumer product design, proficiency in schematic and CAD tools, and a knack for innovation and problem-solving. Key duties include creating and revising schematics, developing prototypes, conducting performance evaluations, authoring technical specifications, and solving advanced electronic problems.
NewSoftware Development Engineer JobotSoftware Development EngineerAfton, MN$65–$80 / hourDevelopers at this level are building greater independence, taking ownership of small to medium-sized work items, and strengthening their core engineering skills across multiple application layers, including user interfaces, services, APIs, and data. Our teams include professionals across software engineering, product development, clinical informatics, research, and healthcare technology who share a commitment to reducing complexity and improving outcomes for patients and providers.
Database Engineer CollaberaDatabase EngineerMinneapolis$63–$65 / hourTemporaryContractor1+ years of experience using IDP, ServiceNow, EPL-X Pipeline (Git-SaaS, Git Actions, IDP, Artifactory, Harness) . Position Details: Position: Database Engineer 4 Industry: Banking/Financial Services Job duration: 24 Months (Possible Extension) Location: Minneapolis, MN / Chandler, AZ / Irving, TX Pay: $63-65/hr.
Senior Tooling Engineer Minneapolis PlantSenior Tooling EngineerMinneapolis, MinnesotaThe Senior Tooling Engineer is responsible for ensuring the availability of the tooling and equipment to support reliable die-cast manufacturing and on-time delivery - in close cooperation with the tooling suppliers and the plant operational teams. Early participation in new project launch PFMEA analysis in conjunction with other team members, divisional personnel, and corporate functions to ensure appropriate preventive measures are included in tooling specifications.
Tooling Engineer and Mold Maker CAD CAM CNC Metro Moulded PartsTooling Engineer and Mold Maker CAD CAM CNCCoon Rapids, MinnesotaWe make door seals, trunk seals, window gaskets, and all those detail rubber parts that keep a '69 Camaro from leaking and a '57 Chevy looking showroom-fresh. You'll work hands-on with aluminum tooling, modern CAD/CAM software, and brand-new Haas CNC machines.
Tooling Engineer and Mold Maker CAD CAM CNC Metro Moulded Parts IncTooling Engineer and Mold Maker CAD CAM CNCCoon Rapids, MN$30–$60 / hourWe make door seals, trunk seals, window gaskets, and all those detail rubber parts that keep a '69 Camaro from leaking and a '57 Chevy looking showroom-fresh. You'll work hands-on with aluminum tooling, modern CAD/CAM software, and brand-new Haas CNC machines.
Advanced Tooling Project Manager/Engineer MRINetwork JobsAdvanced Tooling Project Manager/EngineerMaplewood, MinnesotaThis is a high-impact opportunity for an experienced Project Manager to lead technical programs from quote through completion—driving performance, quality, and continuous improvement across the organization. Collaborative Culture: Work cross-functionally with design, engineering, machining, and supply chain teams in a company that values initiative, accountability, and craftsmanship.
Tooling Engineer Actalent IncTooling EngineerSaint Paul, MN$48–$57 / hourThe Tooling Engineer oversees the full tooling lifecycle, from concept and design through fabrication, validation, troubleshooting, and continuous improvement, with a strong focus on plastic injection molding and project management. The position involves regular interaction with injection molding equipment, tooling fabrication and maintenance areas, and CAD workstations using software such as SolidWorks and Creo.
Build Tooling Software Engineer Siemens AGBuild Tooling Software EngineerShoreview, MN$90,000–$162,000 / yearExperience level Experienced Professional Job type Full-time Work mode Hybrid (Remote/Office) Employment type Permanent Location(s) Cincinnati - Ohio - United States of America Livonia - Michigan - United States of America Shoreview - Minnesota - United States of America Troy - Michigan - United States of America Siemens Digital Industries Software is a leading provider of solutions for the design, simulation, and manufacture of products across many different industries. Position Overview:As a Developer specializing in Build Tooling, you will play a pivotal role in developing and implementing Developer solutions in Teamcenter to solve complex problems.
NewTooling Design Engineer Actalent IncTooling Design EngineerSaint Paul, MN$36–$51 / hourWe are seeking a skilled Tooling Design Engineer to conceptualize and develop innovative tool and die solutions tailored to manufacturing needs, customer specifications, and production volume requirements. We are proud to be an Engineering News-Record (ENR) Top 500 Design Firm for our engineering design services and a ClearlyRated Best of Staffing winner for both client and talent service.
Software Engineer II - Tools Medtronic PlcSoftware Engineer II - ToolsMNIf you are applying to perform work for Medtronic, Inc. ("Medtronic") in any position which will involve performing at least two (2) hours of work on average each week within the unincorporated areas of Los Angeles County, you can find here a list of all material job duties of the specific job position which Medtronic reasonably believes that criminal history may have a direct, adverse and negative relationship potentially resulting in the withdrawal of a conditional offer of employment. The following benefits and additional compensation are available to those regular employees who work 20+ hours per week: Health, Dental and vision insurance, Health Savings Account, Healthcare Flexible Spending Account, Life insurance, Long-term disability leave, Dependent daycare spending account, Tuition assistance/reimbursement, and Simple Steps (global well-being program).
Senior Software Engineer - Tools Medtronic PlcSenior Software Engineer - ToolsMNIf you are applying to perform work for Medtronic, Inc. ("Medtronic") in any position which will involve performing at least two (2) hours of work on average each week within the unincorporated areas of Los Angeles County, you can find here a list of all material job duties of the specific job position which Medtronic reasonably believes that criminal history may have a direct, adverse and negative relationship potentially resulting in the withdrawal of a conditional offer of employment. The following benefits and additional compensation are available to those regular employees who work 20+ hours per week: Health, Dental and vision insurance, Health Savings Account, Healthcare Flexible Spending Account, Life insurance, Long-term disability leave, Dependent daycare spending account, Tuition assistance/reimbursement, and Simple Steps (global well-being program).
Facilities Tool, Gas & Exhaust Senior Engineer Seagate Technology Holdings PLCFacilities Tool, Gas & Exhaust Senior EngineerBloomington, MN$92,310.40–$131,996.80 / yearAbout the role - you will: A key responsibility of this role is maintaining accurate utility maps, P&IDs, CAD drawings, and as-built documentation while ensuring all facility systems meet applicable SEMI, NFPA, OSHA, environmental, and local regulatory requirements. Evaluate and manage the energy impact of new tool installations, including utility capacity planning, consumption analysis and implementation of conservations measures to optimize fab operational efficiency and support sustainability objectives.
AI / Machine Learning Engineer Leaders and Decision-Makers for Workflow Management Tools (Freelance - Remote) Prolific Academic LtdAI / Machine Learning Engineer Leaders and Decision-Makers for Workflow Management Tools (Freelance - Remote)Minneapolis, MNRemoteWe are inviting experienced professionals in AI / Machine Learning Engineer leadership roles to participate in upcoming research projects focused on workflow management tools and development processes. We've built a unique platform that connects researchers and companies with a global pool of participants, enabling the collection of high-quality, ethically sourced human behavioural data and feedback.
Lead Software Engineer - AI Tools U.S. BankLead Software Engineer - AI ToolsHopkins, MinnesotaIn addition, certain positions may also be subject to the requirements of FINRA, NMLS registration, Reg Z, Reg G, OFAC, the NFA, the FCPA, the Bank Secrecy Act, the SAFE Act, and/or federal guidelines applicable to an agreement, such as those related to ethics, safety, or operational procedures. - Consistently creates optimal design adhering to architectural best practices; considers scalability, reliability and performance of systems/contexts affected when defining technical designs.
NewSenior IT Systems Engineer - AI Tools Operations, Enablement and Change Management Mayo ClinicSenior IT Systems Engineer - AI Tools Operations, Enablement and Change ManagementRochester, MN$102,336–$150,425.60 / yearMay also be asked to evaluate new products/technologies to determine impact on existing system configurations; assist with cost/benefit analysis, and feasibility studies; and assist in preparation and presentation of proposals that consider alternatives and business case gains needed for comprehensive institutional consideration. A working knowledge of the following is preferred: Client/Server application architecture, Clustering, VB and scripting tools; MS SQL Server, Oracle, My SQL, DB2 or Sybase; Web Architecture including HTML, JavaScript, Active Server Pages (ASP), PHP; Network topologies and protocols e.g.
Lead Software Engineer - AI Tools U.S. BancorpLead Software Engineer - AI ToolsHopkins, MN$133,365–$156,900 / yearIn addition, certain positions may also be subject to the requirements of FINRA, NMLS registration, Reg Z, Reg G, OFAC, the NFA, the FCPA, the Bank Secrecy Act, the SAFE Act, and/or federal guidelines applicable to an agreement, such as those related to ethics, safety, or operational procedures. Consistently creates optimal design adhering to architectural best practices; considers scalability, reliability and performance of systems/contexts affected when defining technical designs.
NewPrecision Tooling Pattern Maker (Aerospace Foundry) Consolidated Precision ProductsPrecision Tooling Pattern Maker (Aerospace Foundry)Bloomington, MN$32–$35 / hourConsolidated Precision Products (CPP) is an industry-leading manufacturer of highly engineered components and sub-assemblies, supplying the commercial aerospace, military and industrial markets with small-to-large “function critical” products. If you enjoy working with complex geometries, interpreting detailed prints, and building high-quality tooling that directly supports manufacturing success, this role offers both stability and technical challenge in a respected aerospace environment.
NewPrecision Tooling Pattern Maker (Aerospace Foundry) (Bloomington, MN) Consolidated Precision ProductsPrecision Tooling Pattern Maker (Aerospace Foundry) (Bloomington, MN)Bloomington, MN$32–$35 / hourConsolidated Precision Products (CPP) is an industry-leading manufacturer of highly engineered components and sub-assemblies, supplying the commercial aerospace, military and industrial markets with small-to-large “function critical” products. If you enjoy working with complex geometries, interpreting detailed prints, and building high-quality tooling that directly supports manufacturing success, this role offers both stability and technical challenge in a respected aerospace environment.
NewDirector, Platform Engineering and Tools Blue Cross and Blue Shield AssociationDirector, Platform Engineering and ToolsMinneapolis, MNPartner closely with senior leadership across Product, Product pricing, IT, and Security to align engineering strategy with business priorities, influencing roadmaps and organizational direction at the executive level. We are looking for leaders that are energized by creative and critical thinking, building and sustaining high-performing teams, getting results the right way, and fostering continuous learning.
NewPrecision Tooling Pattern Maker (Aerospace Foundry) WP CPP Holdings LLCPrecision Tooling Pattern Maker (Aerospace Foundry)Bloomington, MN$32–$35 / hourConsolidated Precision Products (CPP) is an industry-leading manufacturer of highly engineered components and sub-assemblies, supplying the commercial aerospace, military and industrial markets with small-to-large "function critical" products. If you enjoy working with complex geometries, interpreting detailed prints, and building high-quality tooling that directly supports manufacturing success, this role offers both stability and technical challenge in a respected aerospace environment.
Rack & Tool Maker (Welder/Fabricator) - Experienced NICO PRODUCTS, INC.Rack & Tool Maker (Welder/Fabricator) - ExperiencedMinneapolis, MNPaid Extras: Uniforms, prescription safety glasses, safety boots, referral bonuses, and more ____________________ APPLICATION PROCESS: * Upload a current resume & answer the questions provided (completing this task provides a little insight into you and helps us determine the best candidates to interview). ____________________ Position Duties: The Rack & Tool Maker is responsible for fabricating, modifying, maintaining, and repairing metal racks, fixtures, jigs, and tools used in production processes.
Senior Product Manager, Merchandising & Marketing Tools Shipt IncSenior Product Manager, Merchandising & Marketing ToolsMinneapolis, MN$95,800–$180,000 / yearTo foster connection while offering continued flexibility, hybrid team members have the following in-office expectations: Hybrid roles in Birmingham, AL typically work in-office at least 2 days per week, with core in-office days on Wednesdays and Thursdays. As a customer-focused, data-driven and empathetic product leader, you'll partner closely with engineering, data science, marketing, and operations to build scalable, future-forward internal tooling.
Tool Designer, medical manufacturing Trelleborg Sealing SolutionsTool Designer, medical manufacturingDelano, MinnesotaWorks cooperatively with designers, engineers, tool makers, and machinists to solve design problems and/or resolve scheduling conflicts. The Tool Designer designs, evaluates and reworks tooling as necessary to meet customer needs.
Tool & Die Maker ClowTool & Die MakerMerrifield, MinnesotaAssemble tools and fixtures ranging from basic items such as blanks, piercing tools, and stencil tools, to complex form tools, extrusion tools, and brake press tools. Cut shop tools such as parallels, rails, brake press tools, quick‑set plates, forming keyways, bottoming blocks, and pre‑cut tooling plates.
NewFleet and Tooling Manager Premise IncFleet and Tooling ManagerMinneapolis, MNPHYSICAL DEMANDS: While performing the duties of this job, the employee is regularly required to, stand, sit, walk, lift, squat, push, pull, climb stairs, ladders and possibly towers, hear, see, reach, grasp and use hands and fingers to operate a computer keyboard, telephone, power tools, and equipment. SUMMARY: The Fleet and Tooling Manager is responsible for overseeing the maintenance, procurement, and overall management of the company's fleet of vehicles, construction equipment and tools.
Tool Maker I Cirtec Medical CorpTool Maker IBrooklyn Park, MN$26–$36 / hourOur expertise spans neuromodulation, implantable drug delivery, cardiac rhythm management, structural heart, mechanical circulatory support, and minimally invasive surgical systems. Must be familiar with and be able to operate, set up and maintain the following equipment: Bridgeport, Lathe, surface grinder, cut-off saw, inspection devices, and related equipment.
NewWire Harness Design Engineer Intellectt INCWire Harness Design EngineerMinneapolis, MNThe ideal candidate will be proficient in Creo, Creo Schematics, and Windchill, with experience supporting tractor-trailer or refrigeration systems. We are seeking a Wire Harness Design Engineer with experience in electrical wire harness and cable design for mobile equipment.
NewMechanical Design Engineer Intellectt INCMechanical Design EngineerWyoming, MNWe are seeking a Mechanical Design Engineer with experience in designing welded structures, chassis, and sheet metal components for heavy-duty equipment. The ideal candidate will have strong SolidWorks skills and experience supporting product design, analysis, testing, and validation.
Senior Transmission Planning Engineer ICF International IncSenior Transmission Planning EngineerMinneapolis, MN$81,499–$138,549 / yearOur transmission planning team delivers technically rigorous power system studies and strategic planning support to utilities, developers, and grid operators navigating one of the most dynamic periods in the history of the electric grid - from large-scale renewable interconnection and large load growth to FERC-driven transmission reform. Pay Range - There are multiple factors that are considered in determining final pay for a position, including, but not limited to, relevant work experience, skills, certifications and competencies that align to the specified role, geographic location, education and certifications as well as contract provisions regarding labor categories that are specific to the position.
Lead Design Engineer Placon CorporationLead Design EngineerPlymouth, MN$105,000–$115,000 / yearFull timeWe're looking for an experienced Lead Design Engineer who thrives on leading teams, driving innovation, and delivering high-quality product and tooling designs. If you have strong CAD experience, a background in tooling or product design, and a passion for leadership and continuous improvement, this is a great opportunity to make a meaningful impact.
AI / ML Engineer Talent Software Services, Inc.AI / ML EngineerVirtual, MN$80–$90 / hourYou will work on the engineering of systems that are pivotal to developing and deploying these solutions, which encompass everything from design requirements, development, component creation, verification, non-clinical validation, and risk mitigation to ensure our digital health technology products meet and exceed regulatory requirements and setting new benchmarks for safety and effectiveness in clinical settings. They work closely with a multidisciplinary team, including clinicians, user experience designers, product managers, IT professionals, and external partners, to develop and deploy effective, efficient, and ethical AI/ML solutions into clinical practice to enhance patient care and operational efficiency.
Oracle AI Engineer - Senior Manager PricewaterhouseCoopers LLPOracle AI Engineer - Senior ManagerMinneapolis, MN$124,000–$280,000 / yearYou will be responsible for tasks such as data collection, data cleansing, data transformation, data modelling, data visualisation, and data analysis using Oracle tools like Oracle Database, Oracle Analytics Cloud, Oracle Data Integrator, Oracle Data Visualization, and Oracle Machine Learning. Examples of the skills, knowledge, and experiences you need to lead and deliver value at this level include but are not limited to: Craft and convey clear, impactful and engaging messages that tell a holistic story.
Cyber Palo Alto Networks Security Engineer/ Senior Consultant, Strategy, Growth, and Transformation Deloitte Touche Tohmatsu LtdCyber Palo Alto Networks Security Engineer/ Senior Consultant, Strategy, Growth, and TransformationMinneapolis, MN$105,400–$207,800 / yearConfiguring and tuning security capabilities including Threat Prevention, intrusion prevention system/intrusion detection system (IPS/IDS), Anti-Spyware, Antivirus, WildFire, Domain Name System (DNS) Security, and Secure Sockets Layer/Transport Layer Security (SSL/TLS) decryption policies. This role supports the design, deployment, and optimization of Zscaler capabilities across complex enterprise environments, helping organizations strengthen security posture, improve user access experiences, and enable secure transformation across on-premises and cloud ecosystems.
AI - Cybersecurity Forward Deployed Engineer - FDE Senior Manager Accenture PlcAI - Cybersecurity Forward Deployed Engineer - FDE Senior ManagerMinneapolis, MNDeliver hands-on security engineering using agentic coding tools as the primary build environment: build AI-powered detection systems, automated threat response tooling, security assessment frameworks, and governance automation using Claude Code, Cursor, or GitHub Copilot in daily delivery practice. Lead AI security architecture and threat modeling for production agentic deployments across complex multi-stakeholder client environments-LLM systems, multi-agent pipelines, RAG architectures, and MLOps infrastructure-owning the full security design from assessment through hardened deployment.
NewStaff AI Engineer Invitation Homes IncStaff AI EngineerMN$120,000–$208,000 / yearToday, as the nation's largest single-family home rental company, our engineering teams build the technology at the center of that solution: personalized resident experiences, service tools, and the operational systems that residents and associates depend on every day. Build reference implementations of agentic use cases: prompt engineering practices and use-case patterns on top of the shared eval frameworks and MCP/LLM gateways owned at the platform level.