NewSenior Software Engineer (Java & AI) JobotSenior Software Engineer (Java & AI)Camden, NJ$125,000–$160,000 / 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 company is investing heavily in enterprise technology modernization initiatives designed to improve operational efficiency, data accessibility, automation, and customer experience.
NewBUS ANAL - Senior Specialist AI & Data Solutions ECLAROBUS ANAL - Senior Specialist AI & Data SolutionsLawrence Township, NJ$58.78–$62.34 / hourPosition Overview: This role serves as the Web Delivery Lead within the Global Digital Engagement Platforms team, responsible for leading the end-to-end delivery of enterprise websites built on the Adobe Experience Manager (AEM) platform. Beyond traditional delivery leadership, this role demands a builder's mindset someone who can architect automation solutions, train and fine-tune AI models for content operations, and embed intelligent capabilities into the web delivery lifecycle.
NewLead Specialist, AI Solution Architect KPMGLead Specialist, AI Solution ArchitectPhiladelphia, PA$124,735–$254,495 / yearDesign and enable advanced agentic and intelligent automation patterns, including retrieval-augmented generation (RAG), multi-agent and A2A architectures, orchestration, state management, observability, and interoperable workflows that scale beyond pilot stages. Architect and lead end-to-end delivery of enterprise-scale AI solutions using Agile and DevOps practices, providing technical leadership across planning, development, code quality, reviews, and release management with tools such as Azure DevOps, JIRA, Git, and CI/CD pipelines.
NewSenior Software Engineer II - AI Tooling and Interfaces DoubleVerifySenior Software Engineer II - AI Tooling and InterfacesPhiladelphia, PA$107,000–$193,000 / yearSoftware Engineer II in AI Tooling and Interfaces, youll design and build systems purpose-built for AI agents, automations, and decisioning engines that drive real outcomes for our clients and internal teams. If you enjoy turning high-volume data into clean, powerful systems—and you want your work to drive real business outcomes rather than just dashboards—this role puts you right at the center of the action.
NewSenior Specialist, Digital Governance & Agentic AI AramarkSenior Specialist, Digital Governance & Agentic AIPhiladelphia, PACandidates must possess the ability to communicate effectively, display a professional and positive demeanor and build professional rapport by demonstrating active oral, written, presentation and listening skills. Self-motivated individual with creative problem-solving skills and willingness to learn and contribute; superior time-management skills and demonstrated track record of taking initiative. ?
Senior Data Engineer - Agentic AI Engineering BoomiSenior Data Engineer - Agentic AI EngineeringPhiladelphia, PAThis role focuses on building and operating scalable, high-quality data infrastructure that powers agentic AI systems, including LLM-based agents, multi-agent workflows, and tool-using AI systems. • Architect and build scalable, secure, and observable data infrastructure to power LLM-based agents, multi-agent systems, and tool-using AI workflows.
NewStaff AI Engineer Grafana LabsStaff AI EngineerPhiladelphia, PARemoteRapid experimentation and iteration: Implement a highly iterative process where you quickly prototype, test, and validate with real users, including shipping and evolving LLM- or agent-powered workflows for incident lifecycle management and automated analysis tasks. • Collaborate cross-functionally: Work with data analysts, product managers, and designers to shape AI-driven product features, including integration of agentic components with internal tools, alerting systems, runbooks, and developer workflows.
NewSenior AI Engineer Grafana LabsSenior AI EngineerPhiladelphia, PARemote$154,445–$185,334 / yearYou’ll define the technical direction for the automation platform (data models, API contracts, shared libraries, reference architectures) and partner with Data Engineering, GTM Systems, and Field Operations to build scalable, self-service automation that eliminates manual work and drives operational efficiency. Today, more than 35 million users and 7,000+ customers – including Anthropic, Bloomberg, NVIDIA, Microsoft, and Salesforce – trust Grafana Labs to ensure reliability of their applications and systems, resolve incidents quickly, and optimize their telemetry to reduce noise and cost.
AI Developer SarnovaAI DeveloperPhiladelphia, PAThe company operates through several market-leading companies including Tri-anim Health Services, the largest specialty distributor of respiratory products, Bound Tree Medical, the largest supplier of EMS products, and Cardio Partners, a full Sudden Cardiac Arrest Solution provider, We’re building the future of intelligent systems—and we’re looking for an AI Developer to help lead the charge. Sarnova is the leading national specialty distributor of health care products in Emergency Medical Services (EMS) and Respiratory Markets and is the industry leader in Revenue Cycle Management within Emergency Medical Services (EMS).
Manager, AI Marketing Orchestration, GTM Engineer SarnovaManager, AI Marketing Orchestration, GTM EngineerPhiladelphia, PAThis role transforms marketing from a manual, channel-driven function into a scalable, AI-powered growth engine by automating execution, improving speed to market, and increasing efficiency across campaigns. The Manager, AI Marketing Orchestration will design, build, and optimize agentic marketing workflows that drive scalable growth across email, paid media, data and content.
NewManager, AI Engineer KPMGManager, AI EngineerPhiladelphia, PAManage AI projects including architecture design, model development, integration, and testing, and ensure projects follow best practices in MLOps, security, compliance, and scalability to support enterprise-grade adoption; partner directly with clients to translate business objectives into technical solutions, aligning with enterprise strategy and measurable outcomes. Track record of delivering AI/ML solutions at enterprise scale, including integrations with core business systems with demonstrated ability to lead technical teams, manage deliverables, and build trusted client relationships; hands-on expertise with at least two major cloud AI platforms (Azure AI/ML, AWS Bedrock/SageMaker, or Google Cloud Vertex AI).
NewAI Community Coordinator Kforce Inc.AI Community CoordinatorPhiladelphia, PA$45–$55Employee 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.
NewAI Enablement Specialist Kforce Inc.AI Enablement SpecialistPhiladelphia, PA$45–$55Employee 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 Manager, Software Engineering - Data Platform & AI Enablement DoubleVerifySenior Manager, Software Engineering - Data Platform & AI EnablementPhiladelphia, PALead engineering teams responsible for data ingress, pipelines, datalake adoption, Data APIs, permissions, and data access interfaces. • Enable internal teams and customers to access Rockerbox data through APIs, CLI tooling, and future agentic workflows.
NewDirector, AI Engineer KPMGDirector, AI EngineerPhiladelphia, PADeep understanding of scaling AI-driven solutions, ethical AI, and MLOps practices for maintaining models; ability to bring industry consulting insights with a balance of technical and business acumen to deliver strategic, value-driven AI solutions; In-depth knowledge of AI orchestration and best practices. Proficient in architecting and implementing AI-powered workflow solutions using Microsoft, AWS, or Google Cloud services (For example: Foundry, Bedrock, Vertex AI), with capabilities in defining blueprints and technical requirements for scalable, automated systems with expertise in agentic AI and automation.
AI Engineer SamsaraAI EngineerPhiladelphia, PAYou will collaborate with architects, engineers, and cross-functional stakeholders across Samsara to brainstorm, design, rapidly prototype, and productionalize AI-driven features and capabilities that integrate deeply into real business workflows. Samsara (NYSE: IOT) is the pioneer of the Connected Operations™ Cloud, which is a platform that enables organizations that depend on physical operations to harness Internet of Things (IoT) data to develop actionable insights and improve their operations.
Full Stack AI Software Engineer BC ForwardFull Stack AI Software EngineerJersey City, NJ$68–$68.25 / hourFull timeThe ideal candidate will have strong experience in full stack development across modern UI frameworks and Python backends and a proven ability to deliver scalable, low-latency, AI-enabled enterprise applications. With delivery centers and offices across North America and India, we take pride in building long-term relationships and delivering excellence through innovation, collaboration, and integrity.
Senior GenAI Engineer / AI Engineer BC ForwardSenior GenAI Engineer / AI EngineerJersey City, NJ$68–$68.25 / hourFull timeWith delivery centers and offices across North America and India, we take pride in building long-term relationships and delivering excellence through innovation, collaboration, and integrity. BCforward is a leading global IT consulting and workforce solutions firm providing services and support to Fortune 500 and government clients.
NewSenior Specialist AI & Data Solutions BC ForwardSenior Specialist AI & Data SolutionsLawrenceville, NJ$43–$48.95 / hourContractorThe ideal candidate will have strong experience in delivery leadership for Adobe Experience Manager (AEM), Python-based automation, AI/ML model integration, and prompt engineering and a proven ability to launch enterprise websites on time and within scope while embedding AI-powered capabilities across the web delivery lifecycle. Maintain hands-on expertise across AEM Sites, Assets, and Cloud Service, guiding component development, template design, content fragment modeling, and multi-site management.
Senior AI Engineer BC ForwardSenior AI EngineerJersey City, NJ$68–$68.25 / hourFull timeThe ideal candidate will have strong experience in end-to-end GenAI solution delivery, data management, and Python engineering, and a proven ability to translate business strategy into actionable, governed AI solutions. We are seeking an experienced Application Programmer III to join our team and lead development for a high-visibility Generative AI initiative focused on document summarization and chatbot capabilities across multiple lines of business.
Senior Python Developer - Generative AI (GenAI) BC ForwardSenior Python Developer - Generative AI (GenAI)Jersey City, NJ$68–$68.25 / hourFull timeThe ideal candidate will have strong experience in Python, GenAI lifecycle management, RAG pipelines, vector databases, and API-first application development and a proven ability to deliver secure, scalable AI-driven applications for document processing, risk analytics, and compliance reporting . With delivery centers and offices across North America and India, we take pride in building long-term relationships and delivering excellence through innovation, collaboration, and integrity.
AI Governance Lead Yantran LLCAI Governance LeadWarren, NJday to day driver of an enterprise AI governance implementation programme, co leading delivery with the client s Privacy and Security leadership. *** represents the connected world, offering innovative and customer-centric information technology experiences, enabling Enterprises, Associates, and Society to Rise.
AI Security & Compliance Engineer - Onsite NTT DATAAI Security & Compliance Engineer - OnsiteJersey City, NJ$60–$70 / hourAs part of NTT DATA, a $30 billion trusted global innovator with a combined global reach of over 80 countries, we help clients transform through business and technology consulting, industry and digital solutions, applications development and management, managed edge-to-cloud infrastructure services, BPO, systems integration and global data centers. Outsourcing is not just a method of gaining a one-time cost advantage, but an effective strategy for gaining and maintaining competitive advantages when executed as part of an overall sourcing strategy.
Applied AI Researcher NTT DATAApplied AI ResearcherJersey City, NJ$88.68–$95.56 / hourAs part of NTT DATA, a $30 billion trusted global innovator with a combined global reach of over 80 countries, we help clients transform through business and technology consulting, industry and digital solutions, applications development and management, managed edge-to-cloud infrastructure services, BPO, systems integration and global data centers. Bridge advanced AI research and practical enterprise use cases by validating models, methods, and prototypes that can become production-grade solutions.
AI Foundation Model Engineer NTT DATAAI Foundation Model EngineerJersey City, NJ$80–$88 / hourAs part of NTT DATA, a $30 billion trusted global innovator with a combined global reach of over 80 countries, we help clients transform through business and technology consulting, industry and digital solutions, applications development and management, managed edge-to-cloud infrastructure services, BPO, systems integration and global data centers. Key responsibilities Design and implement LLM-powered applications such as knowledge assistants, document intelligence solutions, workflow agents, summarization tools, and decision-support systems.
AI Product Manager NTT DATAAI Product ManagerJersey City, NJWe serve 75% of the Fortune Global 100 and are committed to helping clients innovate, optimize and transform for long term success. Our services include business and technology consulting, data and artificial intelligence, industry solutions, as well as the development, implementation and management of applications, infrastructure and connectivity.
AI Governance Practitioner Yantran LLCAI Governance PractitionerWarren, NJThe AI Governance Practitioner will provide hands on execution support to the AI Governance Lead, focusing on producing governance artefacts and embedding controls into day to day operations. *** represents the connected world, offering innovative and customer-centric information technology experiences, enabling Enterprises, Associates, and Society to Rise.
NewSAP ABAP AI MSITEK LLCSAP ABAP AIPrinceton, NJAs a Technical Project Manager , you will drive the delivery and enablement of strategic ABAP AI initiatives while ensuring seamless coordination across engineering teams, partners, and external workforce. You will work closely with engineering, AI innovation teams, and cross-functional stakeholders to drive the successful delivery and adoption of ABAP AI initiatives.
Sr. AI Engineer AtlasSr. AI EngineerRahway, NJRemote$85–$110 / hourThe ideal candidate will work on complex, real-world problems—ranging from process automation to workflow optimization—and determine when to leverage AI, automation, or traditional engineering approaches to deliver scalable, production-grade solutions. We are seeking a hands-on Senior AI Engineer to design and build AI-enabled solutions that drive operational efficiency, automation, and intelligent workflows across enterprise systems.
Associate Generative AI Engineer Shiftcode Analytics, IncAssociate Generative AI EngineerPhiladelphia, PAThe resource will work closely with cross-functional teams to conceptualize, design, test, and deploy AI projects that drive innovation and provide value in the rapidly evolving field of artificial intelligence. Expertise in generative models, deep learning, and data analysis will be critical in creating intelligent and transformative AI applications.
Sr. Techno-Functional SME Pharmacovigilance, Data & AI PozentSr. Techno-Functional SME Pharmacovigilance, Data & AIRaritan, NJWe are seeking a highly experienced Senior Techno-Functional Subject Matter Expert (SME) with deep expertise in Pharmacovigilance (PV), Drug Safety, and Risk Management, combined with strong knowledge of Data, Analytics, Artificial Intelligence, and modern digital technologies. The ideal candidate will possess a unique blend of domain expertise, business process knowledge, data strategy, and technical leadership to help design and implement next-generation PV solutions for global life sciences organizations.
Software Engineer (AI) Judge GroupSoftware Engineer (AI)Edgewater Park, NJ$110,000–$115,000 / yearBy providing your phone number, you consent to: (1) receive automated text messages and calls from the Judge Group, Inc. and its affiliates (collectively "Judge") to such phone number regarding job opportunities, your job application, and for other related purposes. Reply STOP to opt out of receiving telephone calls and text messages from Judge and HELP for help.
Principal Solution Architect, AI Agents Wolters Kluwer N.V.Principal Solution Architect, AI AgentsNJ$146,900–$262,400 / yearIn addition to creating proof-of-concepts to demonstrate best practices and accelerate adoption, you'll play a key role in driving the evolution of the GenAI platform by identifying gaps, proposing enhancements, and collaborating with platform engineering teams to deliver new capabilities. Help product engineering teams design and implement scalable AI solutions that leverage WKs GenAI platform to drive impact in healthcare, legal, tax, and compliance industries.
AI Engineering, Vice President (New York, New Jersey, Toronto) The Goldman Sachs Group IncAI Engineering, Vice President (New York, New Jersey, Toronto)Newark, NJ$115,000–$180,000 / yearJoin our engineering teams that build massively scalable software and systems, architect low latency infrastructure solutions, proactively guard against cyber threats, and leverage machine learning alongside financial engineering to continuously turn data into action. We''re committed to fostering and advancing diversity and inclusion in our own workplace and beyond by ensuring every individual within our firm has a number of opportunities to grow professionally and personally, from our training and development opportunities and firmwide networks to benefits, wellness and personal finance offerings and mindfulness programs.
Python AI automation Eng ClifyX, INCPython AI automation EngMount Laurel, NJDatabases: SQL (PostgreSQL, MySQL) and/or NOSQL databases. Languages: Must - Python (familiarity with asynchronous frameworks like FastAPI).
Infrastructure Automation & AI Engineer Judge GroupInfrastructure Automation & AI EngineerBayonne, NJ$120,000–$125,000 / yearBy providing your phone number, you consent to: (1) receive automated text messages and calls from the Judge Group, Inc. and its affiliates (collectively "Judge") to such phone number regarding job opportunities, your job application, and for other related purposes. We are seeking a highly skilled Infrastructure Automation & AI Engineer with strong expertise in Tanium, database technologies, Python automation, and emerging AI-driven operational use cases.
Oracle 26 AI Solution Architect (ESPP & Equity Module) Pyramid Consulting, IncOracle 26 AI Solution Architect (ESPP & Equity Module)Pennington, NJ$65–$70 / hourBy applying to our jobs, you agree to receive calls, AI-generated calls, text messages, or emails from Pyramid Consulting, Inc. and its affiliates, and contracted partners. Provide hands-on technical leadership across architecture, development, testing, and deployment activities.
Gen AI Product Manager Expert In Recruitment SolutionsGen AI Product ManagerJersey City, NJThe successful candidate will combine strong product ownership, applied AI experience, and change leadership to bridge engineering, security, vendors, and business stakeholders—ensuring collaboration tools are not only delivered, but widely adopted and value-generating in a regulated enterprise environment. This role sits within the Infrastructure organization and focuses on driving scalable, secure, and user-centric digital experiences through the Microsoft 365 ecosystem, including Microsoft Copilot.
Associate Director, Commercial AI and Advanced Analytics Bristol-Myers Squibb CoAssociate Director, Commercial AI and Advanced AnalyticsPrinceton, NJ$167,540–$203,013 / yearThe Associate Director operates within an enterprise analytics framework, aligning with TA Analytics Leads and centralized platforms while ensuring high‑quality, on‑time delivery of insights that directly impact brand strategy and ROI. Based on eligibility*, additional time off for employees may include unlimited paid sick time, up to 2 paid volunteer days per year, summer hours flexibility, leaves of absence for medical, personal, parental, caregiver, bereavement, and military needs and an annual Global Shutdown between Christmas and New Years Day.
AI Researcher Intern GenScript/ProBioAI Researcher InternPiscataway, NJFounded in 2002 in New Jersey, GenScript Biotech Corporation accelerates innovation in biotech and healthcare by providing researchers and companies with the building blocks needed to develop groundbreaking treatments and products. Guided by its mission to Make People and Nature Healthier Through Biotechnology, and its role as a well-recognized biotechnology company, GenScript has a team of approximately 6,165 employees and has served more than 200,000 customers across over 100 countries and regions.
NewDirector, AI Engineering and Enablement Bristol-Myers Squibb CoDirector, AI Engineering and EnablementPrinceton, NJ$193,040–$233,913 / yearBased on eligibility*, additional time off for employees may include unlimited paid sick time, up to 2 paid volunteer days per year, summer hours flexibility, leaves of absence for medical, personal, parental, caregiver, bereavement, and military needs and an annual Global Shutdown between Christmas and New Years Day. Each of us is empowered to apply our individual talents and unique perspectives in a supportive culture, promoting global participation in clinical trials, while our shared values of passion, innovation, urgency, accountability, inclusion and integrity bring out the highest potential of each of our colleagues.
NewGenAI / Agentic AI Engineer (US) The Toronto-Dominion BankGenAI / Agentic AI Engineer (US)Mount Laurel, NJ$98,160–$159,270 / yearTotal Rewards at TD includes base salary and variable compensation/incentive awards (e.g., eligibility for cash and/or equity incentive awards, generally through participation in an incentive plan) and several other key plans such as health and well-being benefits, savings and retirement programs, paid time off (including Vacation PTO, Flex PTO, and Holiday PTO), banking benefits and discounts, career development, and reward and recognition. More than 95,000 TD colleagues bring their skills, talent, and creativity to foster deeper relationships, ensure disciplined execution, and build a simpler, faster banking experience.
AI Technical Project Manager TAG EisnerAmper, LLC (Inactive)AI Technical Project ManagerNJOur clients represent enterprises of every form, ranging from sophisticated financial institutions to startups, global public firms to middle-market companies, governmental entities as well as high-net-worth individuals, family offices, nonprofit organizations and entrepreneurial ventures across a variety of industries. Strong organization, communication, and influencing skills, along with change management, business acumen, managing multiple priorities and experience with systems implementations are vital for this role.
NewFull Stack AI Engineer Bristol-Myers Squibb CoFull Stack AI EngineerPrinceton, NJ$94,180–$114,124 / yearBased on eligibility*, additional time off for employees may include unlimited paid sick time, up to 2 paid volunteer days per year, summer hours flexibility, leaves of absence for medical, personal, parental, caregiver, bereavement, and military needs and an annual Global Shutdown between Christmas and New Years Day. This role is accountable for designing, building, and operating AI‑native products where large language models, agentic workflows, and data‑driven intelligence are the default approach to solving business problems-not an add‑on.
Sr. Director, Marketing AI Enablement Bristol Myers SquibbSr. Director, Marketing AI EnablementPrinceton, NJ$205,740–$249,312 / yearSuccess in this role hinges on an ability to build strong cross-functional relationships, influence stakeholders at every level, and balance commercial priorities with technical requirements to accelerate marketing performance and position BMS as a leader in data-driven commercialization. The Senior Director, Senior Director, Marketing AI Enablement Commercialization AI Strategy& Analytics (CASA) will be pivotal in advancing BMS’s Rewire Marketing approach, championing the development and execution of a best-in-class, AI-driven commercialization model.
Sr. Director, E2E Marketing AI Integration Bristol Myers SquibbSr. Director, E2E Marketing AI IntegrationPrinceton, NJ$205,740–$249,312 / yearWe are looking for a leader of our End-to-End (E2E) AI Marketing Integration Leads to drive collaboration with our Commercialization AI Strategy& Analytics (CASA) Leadership Team members, our Marketing and Launch Excellence Team, our brand and market cross-functional teams, our Agencies, and Consulting Partners, guiding these teams and the organization through this exciting evolution. Collaborate with key cross-functional partners including Marketing and Launch Excellence, Worldwide Commercialization Learning, key brand and market leaders, Agencies, and Consultant Partners to drive adoption and embed revamped AI-driven processes, tools, and capabilities.
AWS AI Platforms Presales Solution Architect Capgemini SEAWS AI Platforms Presales Solution ArchitectNJ$123,750–$282,000 / yearIncubate and develop innovative cloud solutions that leverage emerging technologies like AI, ML, and IoT, specifically focusing on the AWS suite of AI tools, unified commerce, reverse logistics/post-sales customer experience, unified customer service, generative AI, conversational AI, and agentic models/multi-agent systems. About the job youre considering As an AWS Cloud Presales Solution Architect specializing in the Amazon suite of AI products, youll be a trusted advisor and thought leader, empowering clients to leverage the full potential of AWS Cloud technologies to revolutionize their customer experiences, sales, marketing, and supply chain operations.
AVP, AI Engineering (Remote - EST) Arch Capital Group LtdAVP, AI Engineering (Remote - EST)NJRemote$185,000–$235,000 / yearWe have a strong track record of success (productionalizing dozens of gen AI products over the last 3 years) - we aim to continue scaling these efforts and are seeking an AVP AI Engineering Senior Agentic Software Engineer to lead the build-out of true multi-agent systems within Strategic Analytics. We build AI-first, agent-driven products that change how Arch underwrites, services, and learns from its book - combining frontier LLMs, multi-agent orchestration (MCP, A2A), retrieval-augmented generation, evaluation harnesses, and traditional ML where it still wins.
Senior Scientist, AI Applications - R&D Immunology Data Science & Digital Health Johnson & JohnsonSenior Scientist, AI Applications - R&D Immunology Data Science & Digital HealthNJRemote$109,000–$174,800 / yearAll Job Posting Locations: Cambridge, Massachusetts, United States of America, Raritan, New Jersey, United States of America, San Diego, California, United States of America, Spring House, Pennsylvania, United States of America, Titusville, New Jersey, United States of America. The R&D Immunology Data Science and Digital Health (DSDH) team is seeking a Senior Scientist, AI Applications - Immunology to work closely with the Machine Intelligence (MI) team within DSDH AI/ML to develop and deliver artificial intelligence (AI)/machine learning (ML) scientific applications.
Lead Product Manager, AI Platform Products Wolters Kluwer N.V.Lead Product Manager, AI Platform ProductsPhiladelphia, PA$107,500–$188,400 / yearBecause the underlying services support concrete healthcare use cases such as drug interactions, allergy screening, duplicate therapy screening, contraindications, drug identification, and patient education, healthcare domain familiarity is valuable, but the most important quality is the ability to work hands-on with technical teams to turn complex systems into useful products. The work involves building a library of MCP tools on top of existing medication and clinical web services, where success depends not only on technical correctness, but also on reliable tool behavior, safe use in AI-driven experiences, and fit within real-world workflows.