NewAI Engineer JobotAI EngineerAddison, TX$120,000–$160,000 / yearManaged connector experience — Fivetran strongly preferred; Airbyte, Stitch, or equivalent considered if connector setup, schema mapping, schema change policies, and MAR/MTU cost management are demonstrated. Handle sources Fivetran does not cover with lightweight Python scripts (SFTP, REST APIs, email-delivered files); bias toward replacing custom scripts with managed connectors over time.
AI Solutions Automation Engineer NucorAI Solutions Automation EngineerDallas, TXThis role is primarily focused on building intelligent test automation frameworks, AI-driven quality assurance pipelines, and automated MDM solutions - leveraging machine learning and generative AI to eliminate manual effort across the software development lifecycle. Design, build, and maintain AI-powered testing automation agents that autonomously generate, execute, and evaluate test cases as an in-line part of the SDLC — integrated into CI/CD pipelines via tools such as Azure DevOps, Tosca, K6, or Playwright.
Sr. Generative AI Developer Tanisha SystemsSr. Generative AI DeveloperDallas, TXBuild and optimize APIs using FastAPI for seamless integration with AI models and data pipelines. Key Responsibilities Architect and develop Generative AI applications using RAG frameworks for enterprise-scale solutions.
NewSenior Associate, AI Engineer KPMGSenior Associate, AI EngineerDallas, TXIf you're looking for a firm with a strong team connection where you can be your whole self, have an impact, advance your skills, deepen your experiences, and have the flexibility and access to constantly find new areas of inspiration and expand your capabilities, then consider a career in Advisory. Document processes, code, and technical workflows to support knowledge sharing and project continuity; collaborate with project teams to troubleshoot technical issues and ensure solutions meet client requirements.
NewLead Specialist, AI Solution Architect KPMGLead Specialist, AI Solution ArchitectDallas, TX$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.
NewStaff AI Engineer Grafana LabsStaff AI EngineerDallas, TXRemoteRapid 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.
Senior Data Engineer - Agentic AI Engineering BoomiSenior Data Engineer - Agentic AI EngineeringDallas, TXThis 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.
Manager, AI Marketing Orchestration, GTM Engineer SarnovaManager, AI Marketing Orchestration, GTM EngineerDallas, TXThis 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.
AI Developer SarnovaAI DeveloperDallas, TXThe 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).
NewManager, AI Engineer KPMGManager, AI EngineerDallas, TX$134,710–$268,985 / yearManage 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).
NewDirector, AI Strategy Architect KPMGDirector, AI Strategy ArchitectDallas, TX$204,725–$370,530 / yearDeep understanding of scaling AI-driven solutions, GenAIOps/LLMOps (including LLM evaluation frameworks, prompt versioning, routing, and cost optimization), AI governance, 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. Deep knowledge and hands-on experience with Microsoft, AWS, and/or Google Cloud's AI ecosystem (including agent build functionality) to design and orchestrate intelligent multi-agent systems, integrating complex RAG pipelines, and connecting GenAI to proprietary enterprise data (Knowledge Graphs, Vector Databases) that handle complex, dynamic tasks and conversations.
NewDirector, AI Engineer KPMGDirector, AI EngineerDallas, TXDeep 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.
NewHead of Physical AI Business Development - Location EU or USA OnRobot A/SHead of Physical AI Business Development - Location EU or USACoppell, TXLeveraging OnRobot’s “Plug & Produce” tools and integrated force/torque sensing capabilities, you will engage top-tier customers to demonstrate how OnRobot’s precise, high-frequency data logging enables neural networks to learn from the real world faster and with fewer errors. The successful candidate will report directly to the CEO and work closely with Product Management and R&D leadership to ensure OnRobot’s roadmap stays ahead of cutting-edge research needs.
NewAI Native Software Engineer BC ForwardAI Native Software EngineerDallas, TX$80–$88.88 / hourFull timeThe ideal candidate will have strong experience in AI agent engineering, AI platform integration, and cloud-native development and a proven ability to design, build, and deploy production-grade AI-driven systems within enterprise environments . Integrate with AI providers such as OpenAI, Anthropic, Google Vertex, and open-source models, and build abstraction layers for multi-model and multi-provider architectures.
Java Full Stack AI Developer BC ForwardJava Full Stack AI DeveloperAddison, TX$68–$68.25 / hourFull timeThe ideal candidate will have strong experience in Java and Python, AI agent development, and scalable software delivery and a proven ability to design, implement, and deploy autonomous agents and intelligent systems. 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.
NewAI - Full Stack Engineer BC ForwardAI - Full Stack EngineerDallas, TX$80–$88.88 / hourFull timeThe ideal candidate will have strong experience in modern frontend frameworks, Python-based backend services, and cloud-native architectures and a proven ability to design, build, and operate production-grade platform services that support AI agent workflows . Design and implement data access for relational databases (PostgreSQL/AlloyDB), graph databases (Spanner), NoSQL stores (Firestore), caching (Redis), and analytics (BigQuery).
AI Solution Architect BC ForwardAI Solution ArchitectPlano, TX$73–$73.67 / hourFull timeThe ideal candidate will have strong experience in designing and governing end-to-end AI/ML architectures across data, models, integration, and deployment and a proven ability to translate business requirements into secure, compliant, scalable AI solutions aligned to enterprise strategy. 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.
Sr. Integration, Data & AI Engineer Dexter TechnologiesSr. Integration, Data & AI EngineerDallas, TXFull timeIntegration, Data & AI Engineer is the internal technical owner of company's unified operational platform as it scales across an active portfolio of acquired commercial roofing companies. Reports to: Chief Technology Officer Location: Dallas (Hybrid) Employment: Full-time Seniority: Mid-Senior 5 8 years relevant experience.
Sr. Integration, Data & AI Engineer (Full Time) Dexter TechnologiesSr. Integration, Data & AI Engineer (Full Time)DFW Airport, TXFull timeIntegration, Data & AI Engineer is the internal technical owner of company's unified operational platform as it scales across an active portfolio of acquired commercial roofing companies. You are the person who knows how every integration works, catches problems before partners do, and progressively reduces our dependency on outside help.
Lead Software Engineer, AI Platform Lennar HomesLead Software Engineer, AI PlatformIrving, TXRemoteFull 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. These resources may include, but are not limited to, applications designed for customer engagement, operational efficiency, data analysis, Artificial Intelligence (AI) tools, and other business functions.
Lead Software Engineer, ServiceNow AI (Remote) Lennar HomesLead Software Engineer, ServiceNow AI (Remote)Irving, TXRemoteFull 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. As a Lead Software Engineer, ServiceNow, you would be responsible for leading the design, development, and evolution of enterprise‑grade ServiceNow solutions with the deep expertise in Now Assist and Agentic AI implementation within the ServiceNow Platform.
Gen AI Engineer (Developer Productivity Tools) InfovisionGen AI Engineer (Developer Productivity Tools)Irving, TXContractorThe role involves developing VS Code extensions that integrate with Large Language Models (LLMs) to assist developers with code generation, code analysis, documentation, refactoring, and AI-assisted software development workflows. We are looking for a software engineer with experience in TypeScript, Node.js, and Generative AI to build AI-powered developer productivity tools and IDE extensions.
Senior Analyst - AI Enablement & Operations Imprimis GroupSenior Analyst - AI Enablement & OperationsDallas, TXIMPRIMISGROUP #APPLYTODAY #RISKASSURANCE #AIENABLEMENT #SENIORANALYST #CAREER #DIRECTHIRE This role sits at the center of a fast-moving Risk & Assurance team, helping keep operations organized, consistent, and running smoothly.
AI Architect Yantran LLCAI ArchitectPlano, TXRemoteThe ideal candidate will have a strong background in designing scalable AI frameworks on Google Cloud Platform (GCP) and integrating advanced AI solutions, including Enterprise ChatGPT. This role requires a strategic thinker with expertise in data governance and a proven track record in machine learning model architecture.
AI Agent Development Lead Yantran LLCAI Agent Development LeadPlano, TXThe ideal candidate will have 5 7 years of experience in software development, with a proven track record of designing and implementing AI driven solutions. Stay updated with the latest trends in AI and software development, and integrate new technologies into existing systems.
Sr. AI Engineer Yantran LLCSr. AI EngineerPlano, TXVector Databases: Experience building RAG pipelines end to end document ingestion, chunking strategies, embedding generation, vector storage (ChromaDB or similar: Pinecone, Weaviate, FAISS), and retrieval augmented prompt construction. RAG / Knowledge Base Engineering: Maintain and enhance document ingestion (PDF, TXT, CSV, Markdown via pdfplumber/python docx), text chunking, vector embeddings, semantic similarity search for enterprise knowledge ingestion.
NewSenior AI & Intelligent Document Processing (IDP) Automation Engineer ICONMA, LLCSenior AI & Intelligent Document Processing (IDP) Automation EngineerPlano, TX$71.42–$78.57 / hourOur client, a IT Services and Consulting company, is looking for a Senior AI & Intelligent Document Processing (IDP) Automation Engineer for their Plano, TX/Jersey city, NJ/Boston, MA/Charlotte, NC/Hybrid location. Hands-on experience with Intelligent Document Processing (IDP) and document intelligence platforms.
Gen AI Developer (Python) Axelon Services CorporationGen AI Developer (Python)IRVING, TX$64–$70 / hourPartner with multiple management teams to ensure appropriate integration of functions to meet goals and identify necessary system enhancements. Global Financial Firm located in IRVING, TX has an immediate contract opportunity for an experienced Gen AI Developer (PYTHON) .
AI systems Analyst InterSources Inc.AI systems AnalystWestlake, TXInterSources Inc , is a Small, Woman, and Minority-Owned Business Enterprise, ISO/IEC 27001, SOC 2 Type 2 certified company with massive 18+ years of diversified experience in providing IT Consulting Services, Artificial Intelligence, Data Analysis, Application Development, Cloud Services, Cybersecurity, Digital Marketing, ERP Management, Custom Software Development, Web Development, UI/ UX Design, System Integration, QA Support etc. This associate will be a visible team member, engaging professionally with business and technology resources, and partnering with our product manager to marshal AI use case requests through governance, design, development, and prioritization.
NewSr Java AI Engineer Sumeru SolutionsSr Java AI EngineerPlano, TXTesting frameworks Cucumber Tophat for component tests Blazemeter Jmeter for performance tests Junit Mockito Gremlin for resiliency testing PACT framework for contract testing. AWS hands on experience ECS Aurora PostgreSQL S3 Glu Athena VPC IAM Networking ALB NLB SQS Event bridge Lambda.
AI Testing Security Consultant Yantran LLCAI Testing Security ConsultantPLANO, TXCandidates will initially start with 8 weeks of performing Manual penetration Testing and learning the ropes of Major flows in CTX CQE security testing and workflows. Candidates should be able to drive automation and AI into testing objectives (e.g., using OSP Zap, Burt Suite, or Nmap) to create an *assisted workflow* for security engineers.
Cybersecurity Testing with Gen AI Knowledge Yantran LLCCybersecurity Testing with Gen AI KnowledgePLANO, TXCandidates will initially start with 8 weeks of performing Manual penetration Testing and learning the ropes of Major flows in CTX CQE security testing and workflows. Candidates should be able to drive automation and AI into testing objectives (e.g., using OSP Zap, Burt Suite, or Nmap) to create an *assisted workflow* for security engineers.
Sr. AI Testing Security Analyst Yantran LLCSr. AI Testing Security AnalystPLANO, TXCandidates will initially start with 8 weeks of performing Manual penetration Testing and learning the ropes of Major flows in CTX CQE security testing and workflows. Candidates should be able to drive automation and AI into testing objectives (e.g., using OSP Zap, Burt Suite, or Nmap) to create an *assisted workflow* for security engineers.
NewCustomer Experience Technology Specialist - AI & Copilot Caterpillar IncCustomer Experience Technology Specialist - AI & CopilotIrving, TX$97,530–$158,480 / yearJob Summary: Caterpillar Customer Support is seeking a Customer Experience Technology Specialist - AI & Copilot for our Microsoft Dynamics 365 application (Contact Center, Sales, Customer Service) who combines hands-on Microsoft Copilot development expertise and Power Platform with omnichannel experience and skills. With over 1.5 million connected assets worldwide, our teams use data, technology, advanced analytics, telematics and AI capabilities to help our customers build a better, more sustainable world.
Principal Solution Architect, AI Agents Wolters Kluwer N.V.Principal Solution Architect, AI AgentsTX$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.
Frontend Engineer - AI Platform PennyMac Mortgage Investment TrustFrontend Engineer - AI PlatformCarrollton, TX$75,000–$130,000 / yearCompensation: Individual salary may vary based on multiple factors including specific role, geographic location / market data, and skills and experience as defined below: Lower in range - Building skills and experience in the role Mid-range - Experience and skills align with proficiency in the role Higher in range - Experience and skills add value above typical requirements of the role Some roles may be eligible for performance-based compensation and/or stock-based incentives awarded to employees based on company and individual performance. PENNYMAC Pennymac (NYSE: PFSI) is a specialty financial services firm with a comprehensive mortgage platform and integrated business focused on the production and servicing of U.S. mortgage loans and the management of investments related to the U.S. mortgage market.
Director, Salesforce Cloud & AI Support Solutions RealPage, Inc.Director, Salesforce Cloud & AI Support SolutionsRichardson, TXRemote$121,000–$206,000 / yearRealPage is seeking a Director, Salesforce Cloud & AI Support Solutions to lead the strategy, delivery, governance, and operational excellence of Salesforce capabilities supporting Customer Support, Customer Success, and related business functions. The ideal candidate is a strategic technology leader with deep Salesforce expertise, strong operational discipline, and experience delivering complex enterprise programs across business, product, engineering, security, and vendor teams.
Agentic AI Engineer ApolisAgentic AI EngineerDallas, TX$45–$48 / hourWe are seeking a highly skilled Agentic AI Engineer / Applied AI Engineer to design, develop, and deploy next-generation AI systems that leverage Large Language Models (LLMs), autonomous agents, retrieval systems, and intelligent workflows to solve complex enterprise problems. " Build production-grade LLM applications using frameworks such as LangChain, LangGraph, CrewAI, AutoGen, Semantic Kernel, or similar orchestration platforms.
AI Architect HCL Global Systems Inc.AI ArchitectRichardson, TXArchitect and deliver enterprise-scale AI systems leveraging Large Language Models (LLMs), including Retrieval-Augmented Generation (RAG), fine-tuning strategies, and advanced agentic architectures. The ideal candidate is a hands-on AI Architect with deep expertise in LLM-based systems, agentic architectures, and AWS-native platforms, combined with strong experience in guardrails, evaluation frameworks, and cost optimization.
AI Engineer INSPYR SolutionsAI Engineerdallas, TXInformation collected and processed through your application with INSPYR Solutions (including any job applications you choose to submit) is subject to INSPYR Solutions’ Privacy Policy and INSPYR Solutions’ AI and Automated Employment Decision Tool Policy: https://www.inspyrsolutions.com/policies/ . We are seeking an early-career AI Engineer to join a growing engineering organization focused on building scalable cloud applications, intelligent automation capabilities, and next-generation enterprise platforms.
AI Engineer ApTaskAI EngineerPlano, TX$50–$60 / hourAs an African American-owned and Veteran-certified company, ApTask offers a comprehensive suite of services, including staffing and recruitment solutions, managed services, IT consulting, and project management. As an African American-owned and Veteran-owned company, ApTask offers a comprehensive suite of services, including staffing and recruitment solutions, managed services, IT consulting, and project management.
Director, Legal Operating Model, AI & Transformation The Charles Schwab CorpDirector, Legal Operating Model, AI & TransformationWestlake, TXIn this role, you will serve as LGA's central source of expertise to: Process map workflows across the LGA department; Ideate solutions to enhance quality, strategic capacity and/or efficiency through redesigned workflows, processes, or use of technology (including AI); Partner with others on the creation, implementation, and adoption of these solutions; Advance the responsible, scalable, and measurable use of lean processes, legal technology, and AI solutions; and. The successful candidate will partner closely with department leadership to translate strategy into action, coordinate complex cross-functional initiatives, drive adoption of new capabilities, and deliver measurable improvements in legal quality, client service, productivity, operational effectiveness, and organizational performance.
Director Operations AI Fluency, Adoption, and Standards Lead The Charles Schwab CorpDirector Operations AI Fluency, Adoption, and Standards LeadWestlake, TXIn this highly visible role, you will shape how AI is adopted and governed across Operations, bringing together change leadership, workforce capability building, and cross-functional partnership to ensure consistent, responsible use while delivering meaningful outcomes and building high-performing teams in a dynamic, matrixed environment. In this role, you will design and scale programs that enable employees to confidently leverage AI tools such as Copilot and emerging technologies, while building and activating communities of practice, AI champions, and capability networks that accelerate adoption and sustained behavior change.
Director Operations AI Strategic Execution & Portfolio Lead The Charles Schwab CorpDirector Operations AI Strategic Execution & Portfolio LeadWestlake, TXIn this highly visible role, you will align senior stakeholders, navigate complex tradeoffs, and build high-performing teams to deliver integrated, AI-enabled outcomes that advance an AI-driven operating model and long-term competitive advantage. Partnering closely with Operations, Enterprise AI, Data, Technology, and cross-functional leaders, you will drive disciplined execution, establish governance and execution frameworks, and embed value measurement practices that move solutions from pilot to production.
Senior Analytics Manager - AI Model & Prompt Engineering Caterpillar IncSenior Analytics Manager - AI Model & Prompt EngineeringIrving, TX$172,630–$258,950 / yearDeep knowledge of GenAI system design, including prompt engineering patterns such as system prompts, few-shot, chain-of-thought, and structured output; agentic system concepts including tool use, planning, multi-agent orchestration, memory, guardrails; vector databases concepts such as chunking, embeddings; patterns such as RAG (sparse, dense, hybrid); fine-tuning approaches such as LoRA. Software Quality Assurance and Testing: Extensive knowledge of software quality assurance and testing; ability to apply appropriate processes, tools, and techniques for assuring a high level of quality in computer software products and systems.
Asset & Wealth Management - Software Engineer, AI Platform and Services - Associate - Richardson The Goldman Sachs Group IncAsset & Wealth Management - Software Engineer, AI Platform and Services - Associate - RichardsonRichardson, TXCollaborate directly with users: Partner with production engineers, and application teams to translate production pain points into agentic AI roadmaps; define objective functions linked to reliability, risk reduction, and cost; and deliver auditable, business-aligned outcomes. Preferred: Proficiency building and operating on cloud infrastructure (ideally AWS), including containerized services (ECS/EKS), serverless (Lambda), data services (S3, DynamoDB, Redshift), orchestration (Step Functions), model serving (SageMaker), and infra-as-code (Terraform/CloudFormation).
AWS AI Platforms Presales Solution Architect Capgemini SEAWS AI Platforms Presales Solution ArchitectTX$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.
Staff Software Architect (AI) - Remote Experian Information Solutions IncStaff Software Architect (AI) - RemoteAllen, TXRemoteLead design and implementation of platform-wide projects, such as event-driven architecture, observability, service mesh integration, and rate-limiting strategies. Knowledge of distributed systems, cloud platforms (AWS/GCP/Azure), and modern backend stacks (e.g., Node.js, Java, Go, or Python).
Security ML / AI Engineer, Lead Toyota Motor CorpSecurity ML / AI Engineer, LeadPlano, TXYou'll own the intelligence layer of a new AI-powered security platform - starting with prompt engineering and managed AI service integration, then progressing to fine-tuning models on enterprise security data, and building a multi-model serving and routing layer. You'll train models that understand the specific security environment, build the feedback loops that make them better over time, and ensure the AI layer delivers high accuracy on alert triage while keeping costs predictable through intelligent model routing.
Automation Test Architect - Agentic AI Wolters Kluwer N.V.Automation Test Architect - Agentic AICoppell, TX$89,600–$157,000 / yearWe are seeking a Test Automation Architect to define and lead an enterprise-grade test automation strategy across UI, API, data, and platform layers-while evolving our quality engineering capabilities to support Agentic AI / LLM-based systems (probabilistic outputs, confidence-based validation, hallucination detection, and model evaluation). Drive shift-left testing practices (contract testing, component testing, pre-merge validation) and reduce reliance on fragile end-to-end tests.