NewProduct Manager JobotProduct ManagerKey Biscayne, FL$120,000–$150,000 / yearOur platform helps finance and leadership teams make faster, more informed decisions by centralizing financial data, improving visibility into reporting and cash flow, and streamlining operational workflows across multiple systems and integrations. This role is ideal for someone who enjoys owning products end-to-end, collaborating closely with Engineering teams, working directly with customers, and helping shape scalable product processes within a high-growth environment.
NewQuality Manager Vaco LLCQuality ManagerOakland Park, FL$115,000–$125,000Determining compensation for this role (and others) at Vaco by Highspring depends upon a wide array of factors including but not limited to: the individual’s skill sets, experience and training; licensure and certification requirements; office location and other geographic considerations; other business and organizational needs. Determining compensation for this role (and others) at Vaco/Highspring depends upon a wide array of factors including but not limited to the individual’s skill sets, experience and training, licensure and certifications, office location and other geographic considerations, as well as other business and organizational needs.
NewTools Product Development Manager United RentalsTools Product Development ManagerMiami, FLWork closely with Strategic Account Managers, Government Account Managers, National Account Managers and local Sales Representatives, to provide their larger customers Tools & Industrial Solutions custom solutions, services and knowledge expertise. You will be a subject matter expert resource for Tools & Industrial Solutions and provide consultative selling, training for internal customers and sales project support to customers for new and existing product lines.
Manager of Design Engineering Brains Workgroup, Inc.Manager of Design EngineeringHialeah, FLFull timeDirect and manage the performance of the group’s circuit, components and sub-assemblies’ analysis and simulation efforts employing commercially available EDA Software including PSpice, Method of Moments (MoM), Finite Element Method (FEM) engines (i.e. Genesys, ADS, HFSS, CST), and other CAD tools. Lead team to create and implement an optimum design flow and strategy geared to lower turnaround times, increase component’s performance and rate of 1st spin success while ensuring manufacturability, improving yields, and lowering costs.
NewManager of Client Relations (Nuclear Industry) JobotManager of Client Relations (Nuclear Industry)Lazy Lake, FL$170,000–$230,000 / 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. You will represent a full portfolio of engineered products and services, working closely with engineering, manufacturing, and project teams to deliver high impact solutions to clients.
NewFinance Manager JobotFinance ManagerKey Biscayne, FL$140,000–$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. Our model combines financial strategy, advanced modeling, and technology-driven execution to help companies gain real-time visibility into their performance and make better decisions faster.
NewSenior Category Manager – Fleet, Transportation & Logistics JobotSenior Category Manager – Fleet, Transportation & LogisticsDeerfield Beach, FL$100,000–$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. As a leading North American producer of building materials with operations across multiple states, we are committed to a high-performance culture that values respect for people, society, and the environment.
NewProcurement Governance Manager - Heavy Manufacturing JobotProcurement Governance Manager - Heavy ManufacturingDeerfield Beach, FL$135,000–$145,000 / yearLead procurement transformation for a publicly traded industry leader while owning SAP optimization, procurement analytics, governance, supplier performance, and enterprise-wide operational initiatives — offering strong executive visibility, long-term grow. The successful candidate will have a strong background in procurement, supply chain, procurement operations, shared services, or procurement governance roles within the heavy manufacturing, construction materials, cement, aggregates, or industrial sectors.
NewProgram Manager CAIProgram ManagerMiramar, FL$60–$70This policy shall apply to all employment actions, including but not limited to recruitment, hiring, upgrading, promotion, transfer, demotion, layoff, recall, termination, rates of pay or other forms of compensation and selection for training, including apprenticeship, at all levels of employment. If you have strong experience leading cross-functional engineering programs, managing dependencies, and driving risk mitigation and progress tracking, and are looking for your next career move, apply now.
NewCRE Relationship Manager IV AmerantbankCRE Relationship Manager IVCoral Gables, FLFull timeMaintains and ensures high quality loan portfolio though the support of underwriting and portfolio management team by monitoring loan policy exceptions, ongoing review of credits, loan covenant compliance, and site inspections. Excellent knowledge of local Real Estate industry; expert real estate credit skills; financial statement analysis, real estate construction and credit structuring.
Office Manager Best Buddies InternationalOffice ManagerMiami, FL$0–$50,000 / yearBest Buddies International is a nonprofit 501(c)(3) organization dedicated to establishing a global volunteer movement that creates opportunities for one-to-one friendships, integrated employment, leadership development, inclusive living, and family support for individuals with intellectual and developmental disabilities (IDD). Maintain office equipment contracts, service calls, and supply inventory for all major equipment (postage meter, copier, printers, fax machine, phone systems, coffee machine, water machine, etc.).
NewCRE Relationship Manager IV Amerant BankCRE Relationship Manager IVPlantation, FLMaintains and ensures high quality loan portfolio though the support of underwriting and portfolio management team by monitoring loan policy exceptions, ongoing review of credits, loan covenant compliance, and site inspections. Excellent knowledge of local Real Estate industry; expert real estate credit skills; financial statement analysis, real estate construction and credit structuring.
Underwriting Manager - Commercial Credit C&I AmerantbankUnderwriting Manager - Commercial Credit C&IMiramar, FLFull timeAssist in the review and measurement of borrower’s conformance with legal covenants, tracking of same and the identification of compliance or non-compliance This may include assisting Credit Portfolio Managers and Relationship Managers in collaborating with other bank units such as Credit Administration, Loan Operations, Credit Services, Closing areas, and Credit Risk. Support the accurate review and evaluation of the financial condition and operating performance of C&I Borrowers, CRE Borrowers or Private Banking / Private Client Borrowers for new and existing loan exposures, increases, and modifications of terms/conditions.
International Relationship Manager II AmerantbankInternational Relationship Manager IICoral Gables, FLFull timeFor those RMIIs who hold FINRA licenses, maintain licenses in good standing by adhering to policies and procedures, including completing firm and regulatory trainings, and by raising awareness of any issues that may affect the good stance of their personal licenses or the Firm’s. RMIIs that are FINRA licensed must also remain current on general investments and products knowledge by their active and enthusiastic participation in scheduled courses, trainings and product meetings.
NewGeneral Manager – Miami Distribution & Warehouse Painters Supply and Equipment Co.General Manager – Miami Distribution & WarehouseMiami, FLPSE Group includes brands from across the country including Painters Supply & Equipment Co, Nyquist Paints, FAMIS, Aerocoat Source, ABC Autobody Color, Auto Paint Supply, Carolina Automotive Refinish Supply, Charlottesville Automotive Refinish Supply, Golden Isles Paint & Supply, Interbay Coatings, ProWood Finishes, RMS Pro Finishes, Specialty Coatings Inc., Strand’s Industrial Coatings, United Sales Company, and Wyrick Company. Description:Reporting to the Director of Operations, the General Manager – Miami Distribution & Warehouse is a highly hands-on leadership role responsible for the daily execution, organization, safety, and performance of the Miami warehouse, production, and distribution operation, which includes a large facility and a workforce of 15+ employees.
Underwriting Manager - Commercial Credit C&I Amerant BankUnderwriting Manager - Commercial Credit C&ICoral Gables, FLFull timeAssist in the review and measurement of borrower’s conformance with legal covenants, tracking of same and the identification of compliance or non-compliance This may include assisting Credit Portfolio Managers and Relationship Managers in collaborating with other bank units such as Credit Administration, Loan Operations, Credit Services, Closing areas, and Credit Risk. Support the accurate review and evaluation of the financial condition and operating performance of C&I Borrowers, CRE Borrowers or Private Banking / Private Client Borrowers for new and existing loan exposures, increases, and modifications of terms/conditions.
Corporate Banking Relationship Manager IV AmerantbankCorporate Banking Relationship Manager IVCoral Gables, FLFull timeMust have demonstrated experience in handling complex commercial loans of all types, including Asset based loans (ABL), local participations (purchased and sold), insured receivables financing, EX-IM and other foreign risk mitigation, owner occupied real estate loans. Will also promote and cross-sell products and services with the objective of servicing, maintaining, developing new relationships, increasing bank revenues and identifying current and potential business opportunities for the Bank.
Corporate Banking Relationship Manager IV Amerant BankCorporate Banking Relationship Manager IVCoral Gables, FLMust have demonstrated experience in handling complex commercial loans of all types, including Asset based loans (ABL), local participations (purchased and sold), insured receivables financing, EX-IM and other foreign risk mitigation, owner occupied real estate loans. Will also promote and cross-sell products and services with the objective of servicing, maintaining, developing new relationships, increasing bank revenues and identifying current and potential business opportunities for the Bank.
International Relationship Manager Sr AmerantbankInternational Relationship Manager SrCoral Gables, FLFull timeInternational Senior Relationship Managers who hold a FINRA license will be required to maintain their license in good standing by adhering to policies and procedures, including completing firm and regulatory trainings, and by raising awareness of any issues that may affect the good stance of their personal licenses or the Firm’s. The International Senior Relationship Manager (SRM) is responsible for managing and retaining a book of business of High Net Worth and Ultra High Net Worth personal & commercial customers (usually $5MM and above).
Commercial Banking Relationship Manager IV Amerant BankCommercial Banking Relationship Manager IVCoral Gables, FLPromote and cross-sell various products and services through telephone calls, mailing notices and face-to face visits, with the objective of servicing, maintaining, developing new relationships, increasing the deposit and loan portfolio, increasing bank revenues, and identifying current and potential business opportunities for the bank. Evaluate and take action to adequately manage and control customer overdraft and uncollected funds transactions following approval limit guidelines in order to accommodate and service customers in a financially feasible and prudent manner, with minimum risk exposure to the bank.
Sales Account Manager UlineSales Account ManagerDavie, FLUline, a name millions of businesses across North America know and trust, is looking for an experienced Sales Account Manager to build our growing Miami, Florida market. Uline, a family-owned company, is North America’s leading distributor of shipping, industrial, and packaging materials with over 9,800 employees across 14 locations and 17 sales offices.
NewTerritory Sales Manager UlineTerritory Sales ManagerDavie, FLUline, a name millions of businesses across North America know and trust, is looking for an experienced Territory Sales Manager to build our growing Miami, Florida market. Uline, a family-owned company, is North America’s leading distributor of shipping, industrial, and packaging materials with over 9,800 employees across 14 locations and 17 sales offices.
Regional Safety Manager - Miami, FL Ceco Concrete Construction, LLCRegional Safety Manager - Miami, FLMiami, FLOversees a Region’s delivery of training programs for managers, supervisors and field employees when required and develops new training programs as needed. Founded in 1912, Ceco has more than 100 years of experience serving the commercial construction industry as a client-centric, single source solution for concrete structures.
NewTax Manager (Hybrid) Gerson, Preston, Klein, Lips, Eisenberg, Gelber GPKLEGTax Manager (Hybrid)Miami, FLThis role is focused on helping businesses with tax strategy, ensuring tax compliance, increasing post tax profits, and providing application support to achieve the best corporate tax practices. -Confidently and effectively manage engagements, resources, people, and client expectations to achieve the results required to maintain profitable and lasting client relationships.
NewTrust Relationship Manager First Horizon BankTrust Relationship ManagerCoral Gables, FLHeadquartered in Memphis, TN, the banking subsidiary First Horizon Bank operates in 12 states across the southern U.S. The Company and its subsidiaries offer commercial, private banking, consumer, small business, wealth and trust management, retail brokerage, capital markets, fixed income, and mortgage banking services. Summary: Manages a portfolio of moderately complex to complex trusts, estate accounts and sales efforts while generating income through effective control and administration of assigned duties within the geographical region.
NewCommercial Relationship Manager III First Horizon BankCommercial Relationship Manager IIICoral Gables, FLHeadquartered in Memphis, TN, the banking subsidiary First Horizon Bank operates in 12 states across the southern U.S. The Company and its subsidiaries offer commercial, private banking, consumer, small business, wealth and trust management, retail brokerage, capital markets, fixed income, and mortgage banking services. Responsible for reviewing closing documents, communicating with clients and identifying portfolio weaknesses and trends and alerting management (Group Manager, Market President, Senior Credit Officer) to deteriorating portfolio conditions .
NewManager of Interior Design Kforce Inc.Manager of Interior DesignMiami, FL$55–$65Employee pay is based on factors like relevant education, qualifications, certifications, experience, skills, seniority, location, performance, union contract and business needs. By clicking “Apply Today” you agree to receive calls, AI-generated calls, text messages or emails from Kforce and its affiliates, and service providers.
NewSenior Business Banking Relationship Manager First Horizon BankSenior Business Banking Relationship ManagerMiami, FLHeadquartered in Memphis, TN, the banking subsidiary First Horizon Bank operates in 12 states across the southern U.S. The Company and its subsidiaries offer commercial, private banking, consumer, small business, wealth and trust management, retail brokerage, capital markets, fixed income, and mortgage banking services. The Business Banking Relationship Manager, Sr is a high-level banker role responsible for developing, managing, and expanding business relationships for a portfolio of small to midsized businesses.
NewDirect Sales Manager - Base Salary + Full Benefits Safe Haven SecurityDirect Sales Manager - Base Salary + Full BenefitsMiami, FL$120,000–$200,000At a glance: A sales leadership role with 70% of time spent in the field and 30% spent in the office, leading and coaching a team of Outside Sales Representatives selling ADT's core residential product: Home Security and Home Automation. Our mission is to provide peace of mind and protection to families across the country, and we achieve this by offering cutting-edge security solutions and exceptional customer service.
NewFront Desk Manager Marriott Vacations WorldwideFront Desk ManagerFt Lauderdale, FLUtilizes interpersonal and communication skills to lead, influence, and encourage others; advocates sound financial/business decision making; demonstrates honesty/integrity; leads by example. Ensures that regular on-going communication is happening with employees to create awareness of business objectives and communicate expectations, recognizes performance, and produces desired results.
NewAccount Sales Manager Keurig Dr PepperAccount Sales ManagerHollywood, FL$46,100–$57,750 / yearKeurig Dr Pepper (Nasdaq: KDP) is a leading beverage company with more than 150 owned, licensed and partner brands that meet a wide range of needs and occasions. Maintain accurate sales records for all assigned accounts, including special reports on promotional activity, competitive sales and space allocations.
Custom Luxury Home - Project Manager Page GroupCustom Luxury Home - Project ManagerDeerfield Beach, FL$120,000–$150,000 / yearFull timeRequirements 10 + years of experience managing construction projects as a Project Manager 5+ years of Luxury Single Family Home Experience Experience with building luxury homes in South Florida (REQUIRED) Luxury Home Experience: $10M - $30M each (Construction Cost) Ground Up and Renovation of Custom Homes Strong experience with ProCore, Buildertrend or MS Project OSHA 30 Strong ability to read drawings and specifications Experience with site work through CO. The Project Manager will be responsible for successful delivery Luxury Waterfront Estates in Broward County including tracking and managing materials, sub-contractors, milestones, etc.
Branch Service Manager PenskeBranch Service ManagerMiami, FLFull timeWillingness to travel as necessary, work the required schedule, work at the specific location required, complete Penske employment application, submit to a background investigation (to include past employment, education, and criminal history) and drug screening are required. Penske Truck Leasing/Transportation Solutions is a premier global transportation provider that delivers essential and innovative transportation, logistics and technology services to help companies and people move forward.
Quality Manager - Aerospace & Defense - Boca Raton, FL Michael Page USAQuality Manager - Aerospace & Defense - Boca Raton, FLBoca Raton, FL$90,000–$110,000 / yearFull timeThis is a hands-on Quality leadership position where you'll drive daily inspection operations, lead the quality team, and ensure compliance across a fast-paced manufacturing and distribution environment. The organization specializes in legacy and hard-to-source components, with a strong emphasis on quality, traceability, and execution.
NewGeneral Manager PattersonGeneral ManagerMiami, FL$139,200–$185,666.67Patterson Companies is a value-added distributor focused on providing best-in-class products, services and technology to the dental and animal health markets. Our customers benefit from a diverse platform of products and services, as well as the convenience and peace of mind that come with relying on one trusted partner for everything they need.
Seasonal Territory Support Manager Spencer'sSeasonal Territory Support ManagerFort Lauderdale, FL$1,050–$1,100Travel weekly and assess opportunities in stores to improve/maintain the effectiveness of visual merchandising presentations; share ideas and feedback regularly with all members of Visual team, with brainstorm sessions and/or store work-thrus. Focus on Store Setup within the Territory, for “Early Stores” and other stores, partnering with the existing field teams to ensure stores accept deliveries and begin store assembly according to Company strategy.
NewB2B Account Manager OrkinB2B Account ManagerMiami, FL$60,000–$110,000Serve as an empathetic problem solver for commercial customers by utilizing the in-depth training provided to recommend the best innovative overall solution for each customer's needs. As part of the Orkin Commercial sales team, you get the advantage of a highly persuasive pitch: top-notch service from an iconic brand name and the industry leader with almost 125 years of protecting homes and businesses.
Sr Product Manager Lennar HomesSr Product ManagerMiami, FLFull timeLennar is one of the nation's leading homebuilders, dedicated to making an impact and creating an extraordinary experience for their Homeowners, Communities, and Associates by building quality homes and providing exceptional customer service, giving back to the communities in which we work and live in, and fostering a culture of opportunity and growth for our Associates throughout their career. Proven experience launching or scaling data products, analytics solutions, AI-enabled capabilities, or large-scale enterprise platform programs; including, establishing lean product lifecycle practices and leading rollout and adoption programs end-to-end.
Sr Manager, Data Science Lennar HomesSr Manager, Data ScienceMiami, FLFull timeLennar is one of the nation's leading homebuilders, dedicated to making an impact and creating an extraordinary experience for their Homeowners, Communities, and Associates by building quality homes and providing exceptional customer service, giving back to the communities in which we work and live in, and fostering a culture of opportunity and growth for our Associates throughout their career. This role owns the strategy, delivery, and people leadership of a high-impact team building pricing, forecasting, and predictive models that influence revenue, operations, and capital decisions across the business.
Manager, Productivity & Collaboration -Digital Workplace Lennar HomesManager, Productivity & Collaboration -Digital WorkplaceMiami, FLFull timeLennar is one of the nation's leading homebuilders, dedicated to making an impact and creating an extraordinary experience for their Homeowners, Communities, and Associates by building quality homes and providing exceptional customer service, giving back to the communities in which we work and live in, and fostering a culture of opportunity and growth for our Associates throughout their career. You will serve as the internal champion for our collaboration portfolio — including Microsoft 365, Box, Slack, and our Cisco-powered audiovisual environment — driving meaningful adoption across the organization while ensuring these tools deliver measurable business value.
NewQuality Assurance Manager Lennar HomesQuality Assurance ManagerMiami, FLFull timeLennar is one of the nation's leading homebuilders, dedicated to making an impact and creating an extraordinary experience for their Homeowners, Communities, and Associates by building quality homes and providing exceptional customer service, giving back to the communities in which we work and live in, and fostering a culture of opportunity and growth for our Associates throughout their career. Requires the ability to work more than eight hours per day in the confined quarters of a construction trailer, the ability to operate a motor vehicle, read plans, climb stairs and ladders, bend, stoop, reach, lift, move and/or carry equipment which may be in excess of 50 pounds.
Accounting Manager, Revenue Lennar HomesAccounting Manager, RevenueMiami, FLFull timeLennar is one of the nation's leading homebuilders, dedicated to making an impact and creating an extraordinary experience for their Homeowners, Communities, and Associates by building quality homes and providing exceptional customer service, giving back to the communities in which we work and live in, and fostering a culture of opportunity and growth for our Associates throughout their career. This role partners closely with Accounting, FP&A, Operations, Treasury, and other cross-functional teams to support monthly close activities, maintain strong internal controls, and drive process improvements.
Program Manager (Technical / Supply Chain â Defense Components) Synerfac Technical StaffingProgram Manager (Technical / Supply Chain â Defense Components)Boca Raton, FL$85,000–$95,000 / yearhtml>Summary: An international distributor of military and defense-related components is seeking a Program Manager to oversee customer accounts and manage the full lifecycle of sourcing and delivering mechanical parts. The ideal candidate brings a strong background in manufacturing or machining environments and understands how to interpret technical specifications, source components, and work directly with suppliers to fulfill complex customer requirements.
General Maintenance Manager (Multi-Family Housing) Pratum CompaniesGeneral Maintenance Manager (Multi-Family Housing)Ft. Lauderdale, FL$85,000–$90,000 / yearFull timeStrong knowledge of building systems and construction methods, including mechanical, plumbing, roofing, HVAC, electrical and elevators in high-rise, mid-rise and garden style communities, experience to include a strong understanding of complex central plant mechanical systems (cooling towers, heat exchangers, boilers, chillers, pumping systems, BAS) and site life safety systems (fire panel, wet/dry sprinklers, generators, etc.) and elevator maintenance. • Support procurement and performance services related to maintenance, including, but not limited to, vendor service and general contracts, such as waste disposal, preventive maintenance, pest management, capital projects and repairs at the sites and all associated equipment in a safe and workmanlike manner in accordance with company policies and procedures.
P&C Product Manager III, Product Innovation - Remote CSAA Insurance GroupP&C Product Manager III, Product Innovation - RemoteFLRemote$136,890–$152,100 / yearAlabama - Home Teleworkers, Alabama - Home Teleworkers, Arkansas - Home Teleworkers, California - Home Teleworkers, Colorado - Home Teleworkers, Connecticut - Home Teleworkers, Delaware - Home Teleworker, District of Columbia - Home Teleworkers, Florida - Home Teleworkers, Georgia - Home Teleworkers, Idaho - Home Teleworkers, Illinois - Home Teleworkers, Indiana - Home Teleworkers, Iowa - Home Teleworkers, Kansas - Home Teleworker, Kentucky - Home Teleworkers, Louisiana - Home Teleworkers, Maine Home Teleworkers, Maryland - Home Teleworkers, Massachusetts - Home Teleworkers, Michigan - Home Teleworkers, Minnesota - Home Teleworkers, Mississippi - Home Teleworker, Missouri - Home Teleworker, Montana - Home Teleworkers {+ 21 more}. By partnering with cross-functional teams - including Design, Delivery, State Management, Distribution, Data Science, Technology, Actuarial, Legal, and Compliance - the Product Manager III envisions, builds, tests, and scales next-generation AI driven solutions that optimize efficiency and enhance customer and agent experiences.
Sr. Product Manager, Operations Technology, Popeyes Restaurant Brands International IncSr. Product Manager, Operations Technology, PopeyesMiami, FLWhat You'll Do: Own day-to-day product management and execution for assigned Ops Technology initiatives, including AI assistant platforms, digital production management systems, order accuracy camera solutions, and AI-enabled ordering technologies, ensuring delivery against defined roadmap priorities set in partnership with the Sr. The Product Manager translates operational needs into well-defined product requirements, leads structured experimentation, and drives cross-functional execution to improve order accuracy, throughput, labor productivity, and overall guest experience.
Product - Technical Product Manager ALine IncProduct - Technical Product ManagerFLYou will work closely with engineering, architecture, implementation, and external partner teams to ensure integrations are reliable, scalable, and aligned with our broader platform strategy. Use available tools (including AI-assisted workflows) to analyze API documentation, clarify requirements, and identify potential edge cases.
Shipboard HR & Payroll Apps Product Mgr NCL BahamasShipboard HR & Payroll Apps Product MgrMiami, FloridaEnsure stable, secure, and compliant operations for shipboard HR platforms and integrations, including production support, incident/problem management, release management, and continuous improvement—supporting payroll accuracy, absence/time processing, and training enablement. Lead end-to-end delivery of product enhancements and projects across Core HR, Payroll, Absence Management, and Training/Learning (intake, prioritization, funding, design, configuration/build, testing, release, and adoption) spanning Workday, MAPS, and integrated systems.
Principal Product Manager, Search Scribd, IncPrincipal Product Manager, SearchMiami, FLSuccess here means defining a compelling vision, crafting metrics that truly matter, and experimenting your way to breakthrough features that redefine search relevance and discovery - all in close partnership with Engineering, Analytics, Data Science, Design, and Machine Learning teams who turn strategy into production reality. Familiarity with modern ML operations tooling - from vector databases to end-to-end model-ops workflows (MLOps / LLMOps) - and the ability to collaborate with engineering teams that rely on these systems.