AI Engineer

Join our dynamic team as an AI Engineer at Deloitte New Zealand, where you will drive innovative solutions and contribute to cutting-edge projects in artificial intelligence. As an AI Engineer, you will engage in designing, developing, and implementing AI-driven applications that enhance our clients' capabilities and improve their operational efficiencies.

Join our dynamic Artificial Intelligence and Data team at Deloitte New Zealand, where you will be at the forefront of delivering groundbreaking solutions in data, insights, and analytics. With the support of our Directors and Partners, you will foster your career development while aligning personal aspirations with our strategic goals.This diverse role encompasses the entire project lifecycle, providing you with a variety of tasks and responsibilities including business analysis, analytics development, data platform engineering, and cloud data engineering. You will have the opportunity to work in challenging technical environments across various industry verticals. By leading from the front, you will also contribute to the professional growth of your colleagues through a collaborative knowledge-sharing culture aimed at achieving optimal results for our clients. A typical day as a consultant in our AI & Data team may involve:Analyzing complex technical issues and constraints to devise innovative cloud data, analytics, and BI solutions that surpass client expectations.Leading and facilitating workshops to gather requirements, leveraging your technical expertise to transform challenges into actionable insights.Collaborating with different Deloitte teams to meet project requirements, including leading both onshore and offshore teams.Advising clients and technology leaders on how to harness insights, efficiencies, and opportunities through the implementation of forward-thinking data and analytics solutions.Establishing a robust Data Analytics Strategy or framework.Owning proof of concepts and crafting innovative solutions to discover new opportunities and strengthen existing relationships.Commitment to continuous learning of the latest tools, processes, and methodologies available in the market.Applying and enhancing your expertise in Cloud Data Platforms, Automation tools, Business Intelligence (BI), Data Management, and/or Analytics to support clients in successful technology and business transformation initiatives.Creating and maintaining high-quality documentation.Supporting your Deloitte colleagues and leaders in making a meaningful impact within your community and for clients, including contributing to presales activities through presentations and demos.

Join our dynamic Artificial Intelligence and Data team at Deloitte, where you will actively contribute to the development and delivery of cutting-edge data solutions, insights, and analytics. You'll receive unwavering support from our Directors and Partners, who are committed to your professional growth and aligning your career aspirations with our strategic goals.This multifaceted role encompasses the entire lifecycle of projects, ensuring a diverse array of responsibilities, from business analysis to analytics development, and cloud data engineering. You will engage with various challenging technical environments across multiple industries, leading by example and promoting a culture of knowledge sharing among your peers. A typical day as a consultant in our AI & Data team may involve:Analyzing intricate technical challenges and constraints to create innovative cloud data, analytics, and BI solutions that surpass client expectations.Leading and facilitating workshops for requirement gathering, leveraging your technical expertise to convert challenges into actionable objectives.Collaborating with various Deloitte teams to fulfill project requirements while overseeing both onshore and offshore teams.Advising clients and technology leaders on how to derive insights and efficiencies through the implementation of forward-thinking data and analytics solutions.Establishing and introducing a Data Analytics Strategy or framework.Owning proofs of concept and crafting innovative solutions to identify new opportunities and enhance existing relationships.Maintaining a commitment to continuous learning of the latest tools, methodologies, and processes in the market.Developing and applying your specialized skills in Cloud Data Platforms, Automation tools, Business Intelligence (BI), Data Management, and the Analytics domain to aid clients in achieving successful technology and business transformation initiatives.Creating and maintaining high-quality documentation.Supporting your Deloitte colleagues and leaders in making a meaningful impact on your community and clients, including contributing to presales activities through engaging presentations.

As a Junior Data & AI Engineer, you will be instrumental in designing and maintaining data pipelines that drive impactful business decisions across ZURU's international operations. You will utilize modern technologies such as Databricks, dbt, Fivetran, and AWS, gaining comprehensive exposure to data systems and contributing to scalable, production-grade infrastructure from day one. This position is vital for promoting data-driven decision-making within ZURU's global business framework. By establishing dependable pipelines, enhancing data quality, and supporting platform scalability, you will have a direct influence on commercial, marketing, and logistics effectiveness. Your contributions will ensure that teams can trust and utilize data effectively, while also playing a role in the long-term advancement of ZURU's data platform and AI capabilities. Key Responsibilities:Develop and maintain data pipelines that integrate data from SAP, retail POS systems, logistics platforms, and marketing channels.Transition legacy pipelines to modern, scalable architectures.Oversee and enhance data quality, proactively identifying potential issues.Support and upgrade data platform infrastructure and tools.Collaborate with cross-functional teams to deliver reliable datasets and insights.Contribute to comprehensive data workflows including ingestion, transformation, and governance.Thoroughly document processes, pipelines, and learnings.Continuously optimize workflows utilizing automation and AI.Your Qualifications:Proficient in SQL (including joins, window functions, CTEs).Experience with Python for scripting, pipeline development, or automation.Solid understanding of data pipelines and common failure points.A quick learner with strong problem-solving skills and the ability to navigate ambiguity.Excellent communication skills, with a focus on inquiry and documentation of solutions.Bonus Skills:Familiarity with dbt, Spark, or cloud data platforms (e.g., Databricks, Snowflake, BigQuery, Redshift).Experience with AWS or similar cloud environments.End-to-end data project experience (academic, personal, or professional).Ready to make an impact? Apply now and share your journey with us.

jobgether is looking for a Senior Software Engineer to help build AI SaaS solutions. This position is based in New Zealand and focuses on designing and developing software that supports business transformation and improves user experiences. Role overview This role centers on architecting scalable, efficient systems for AI-driven SaaS products. Collaboration with cross-functional teams is a key part of the job, as is contributing to the technical direction of ongoing projects. What you will do Design, develop, and implement complex software applications Work closely with colleagues across different teams to deliver high-quality solutions Mentor junior engineers and support their technical growth Help shape the technical strategy within the organization Requirements Strong background in software engineering Experience with scalable system architecture Ability to collaborate effectively with diverse teams Interest in AI SaaS products and improving user experiences

Director of AI Lab | DatacomOur MissionAt Datacom, we work collaboratively with organizations and communities across Australia and New Zealand to create meaningful change in people's lives, leveraging the power of technology to drive positive outcomes.About the PositionWe are seeking a Director of AI Lab who embodies the roles of strategist, innovator, and relationship builder. This is a significant leadership position within one of the largest technology firms in Australia and New Zealand. The successful candidate will be instrumental in transforming AI concepts into tangible solutions for our clients, teams, and the broader business. You will need to cultivate relationships, create marketable products, and possess a deep understanding of technology to discern viable ideas from less effective ones.If you excel in navigating complex environments, value human connections as much as technological advancement, and aspire to develop impactful solutions, we encourage you to apply.Key ResponsibilitiesStakeholder EngagementYour success in this role hinges on your ability to forge strong relationships across Datacom. You will engage with various departments, earning trust, prioritizing competing interests, and guiding teams through the AI journey.Establish enduring partnerships with leaders in Managed Services, Cloud, Consulting, Enterprise Solutions, and Professional Services.Gain insights into the commercial and operational objectives of each business unit to identify AI opportunities that genuinely enhance their goals.Serve as the go-to expert for Line of Business Managers seeking guidance on AI tools, opportunities, or challenges.Facilitate productive AI governance forums and collaborative sessions that provide value beyond mere meetings.Communicate AI Lab strategy, progress, and funding proposals to the Leadership Team.Overcome skepticism and past experiences with AI initiatives to engage resistant teams.Build credibility through consistent achievements and tangible outcomes.Product Development & Market StrategyWith a wealth of AI ideas at Datacom, we need a visionary who can distill these concepts into commercially successful products—solutions our teams will champion for both external clients and internal projects.Lead the development of Datacom's AI product suite from inception to market launch and beyond.Collaborate closely with Product, Engineering, and Design teams to ensure a successful product lifecycle.

Datacom’s AI LAB in Christchurch drives the development of advanced AI products, augmentation tools, and agentic accelerators for both internal teams and external clients. The group delivers new AI solutions daily, supporting a range of business units across the region. Role overview The AI Architect sits at the center of Datacom’s AI transformation for the Australia and New Zealand market. This leadership role shapes the technical direction for AI-driven solutions, ensuring every architecture is scalable, secure, and ready for production. The position bridges business strategy with technical execution, translating complex requirements into practical frameworks using modern cloud platforms, large language models, and agentic AI methods. As part of the Digital Engineering team, the AI Architect guides engineering teams, evaluates and selects technologies, and sets architectural standards. The work spans multiple projects and business units, directly influencing Datacom’s future in AI. What you will do Own the technical architecture for AI-powered solutions across customer projects Evaluate, select, and standardize AI technologies, frameworks, and platforms for the organization Develop reference architectures, design patterns, and best practices for delivering AI solutions Lead architectural reviews and provide technical governance across delivery teams Collaborate with product owners, data scientists, and engineering leads to turn business needs into scalable technical designs Design data architectures for AI workloads, including ingestion, processing, storage, and retrieval Establish and advocate for engineering standards around AI quality, testing, security, and observability Guide build-versus-buy decisions and manage relationships with vendors and technology partners Mentor engineering teams in AI architecture and best practices Stay current with AI trends and developments, providing insights and recommendations to the organization Requirements Extensive background in software engineering and hands-on AI expertise Experience designing and implementing AI architectures using modern cloud platforms and large language models Ability to translate complex business requirements into technical solutions Leadership in setting architectural standards and guiding teams Strong communication and collaboration skills with both technical and business stakeholders This position offers the chance to shape AI solutions that can elevate an ANZ company’s presence globally. Strategic thinkers who enjoy practical execution will find this role rewarding.

Our MissionAt Datacom, we strive to bridge the gap between people and technology, empowering communities by tackling challenges and unlocking new opportunities.Role OverviewAs the landscape of work evolves and customer demands shift, Datacom is poised for an exciting AI transformation that will revolutionize the ANZ market. Our innovative offerings are captivating our clients, and we are eager to expand our team.We are in search of a skilled AI Architect to establish and lead the technical vision for our AI-driven solutions. In this pivotal role, you will serve as the primary technical authority, designing comprehensive AI architectures that are scalable, secure, and ready for production. You will connect business strategy with technical implementation — translating intricate requirements into detailed architectural designs, leveraging advanced cloud platforms, large language models, and innovative AI methodologies.Your extensive background in software engineering, combined with practical AI experience, will be essential. You will mentor engineering teams, assess and select technologies, set architectural standards, and ensure that our AI solutions are built on a robust foundation. As a member of our Digital Engineering leadership team, you will collaborate across various workstreams to shape the future of AI-powered solutions at Datacom.If you are an exceptional architect who can think strategically while executing tactically, this is your chance to put an ANZ company on the global AI map!Key ResponsibilitiesYou will oversee the technical architecture for AI-powered solutions across diverse customer projects, choosing and standardizing AI technologies, frameworks, and platforms for the organization.You will develop reference architectures, design patterns, and best practices for AI solution delivery, lead architectural reviews, and provide technical governance across delivery teams. Collaboration with product owners, data scientists, and engineering leads will be crucial in translating business needs into scalable technical designs.Your role will also involve designing data architectures that accommodate AI workloads—covering ingestion, processing, storage, and retrieval. You will establish and advocate for engineering standards related to AI quality, testing, security, and observability, while also managing vendor and partner technology relationships.Additionally, you will guide and enhance engineering teams in AI architecture best practices, stay abreast of the rapidly evolving AI landscape to bring actionable insights to the organization, and present architectural visions and technical strategies to senior stakeholders and clients.

Join Deloitte New Zealand as an AI Advisory Manager where you will leverage your expertise in artificial intelligence to guide clients through their transformation journeys. You will be at the forefront of innovative solutions, collaborating with cross-functional teams to drive strategic initiatives and enhance operational efficiencies.

ZURU develops brands and products across toys, technology, and fast-moving consumer goods. ZURU Toys is behind products such as Bunch O Balloons, Mini Brands, XSHOT, Rainbocorns, and Smashers. ZURU Tech focuses on modern construction solutions, while ZURU Edge creates FMCG brands like MONDAY Haircare, Rascals, NOOD, BONKERS, and Gumi Yum Surprise. Since its founding in 2003 by Nick and Mat Mowbray, ZURU has grown to over 5,000 employees in more than 30 countries. Today, it stands among the largest toy manufacturers globally. More information is available at www.zuru.com. Role overview This Security Engineer position is part of ZURU’s IT, Data & AI group in Auckland, New Zealand. The focus is on building and shaping a hands-on security function as the company expands. The role includes direct involvement in platform and AI security decisions, and integrating security practices into development cycles from the outset. The Security Engineer reports to the Head of IT, Data & AI. The role requires working independently and communicating openly to help security practices thrive throughout the organization. What this role is not This is not a governance or compliance checklist position. This is not a CISO role focused on board presentations. This is not a ticket-based job waiting for others to resolve issues. Requirements Approximately 3 to 6 years of experience in security or cloud security engineering Strong technical skills and a clear understanding of effective security practices Motivation to build and improve security programs, rather than only maintain existing ones Ability to communicate with engineers about configuration choices, with a collaborative approach Acts quickly and documents processes thoroughly

Why This Role MattersWe are on the lookout for a forward-thinking video creator who operates at the convergence of AI-enhanced filmmaking and contemporary videography. This position transcends traditional video editing; we seek an individual who integrates AI video tools into the production process, capable of producing sleek, polished video content that stands out.This role is pivotal to our marketing team—your contributions will directly impact lead generation and foster product interest. You will serve as the visual ambassador for our brand, crafting content that educates our audience, elevates our campaigns, and vividly represents our offerings through engaging motion graphics and innovative video.Collaboration is KeyYou will work closely with our marketing, content, and social media teams to ensure cohesive messaging and creative brilliance. Your responsibilities will include profiling AI agents in our marketplace, producing a weekly webinar series, creating captivating short-form advertisements and explainer videos, and capturing live footage at trade shows and educational workshops. The desired video style should be polished, informative, and visually striking, drawing inspiration from the Learn with Shopify YouTube channel.Here is a video from our CEO discussing the type of individuals we are seeking at Autohive.Why Must This Role Be Based in Wellington?This is not a remote position. Here’s why working from our Wellington office is vital:Filming Real People: You will regularly film our CEO, team members, clients, and guests for case studies, testimonials, podcasts, and webinar content.Event Coverage: You will capture footage at trade shows, workshops, and company events throughout the region.Collaboration: You will work closely with our dedicated marketing team, necessitating daily coordination and creative synergy.Equipment Management: You will manage our audio-visual setup and production equipment on-site.Agility: Marketing operates at a fast pace—we need you present to seize spontaneous content opportunities and address real-time campaign demands.If you cannot commit to working from our central Wellington office Monday through Friday, please do not apply.What Makes This Role UniqueThis position merges AI-driven content creation with traditional videography.We’ve noticed that most applicants tend to fit into one of two categories that do not meet our needs:Animation designers lacking videography or film production experience.Videographers without proficiency in AI video tools and modern production techniques.

Summerset is looking for an AI Scripting Analyst in Wellington. This position centers on developing and fine-tuning AI-driven solutions within the organization. Key responsibilities Write and enhance scripts for AI projects, focusing on algorithm performance Contribute to system improvements aimed at greater reliability and efficiency Location This role is based in Wellington.

Your Role:As a pivotal member of our Artificial Intelligence & Data team, you will collaborate with a talented group of consultants under the guidance of Directors and Partners, tackling some of the most intricate challenges faced by our clients across the nation.Your day-to-day responsibilities will involve engaging with client executives and key stakeholders from diverse and dynamic organizations to identify their challenges and steer their strategic vision through the power of Artificial Intelligence. Our commitment to collaborative teamwork is reflected in our everyday practices.You will lead interesting engagements, delivering valuable insights and solutions that empower our clients to harness Artificial Intelligence for enhanced business performance. Your expertise will guide clients in formulating value-driven AI & Data strategies that sustainably cultivate and apply their capabilities toward high-impact organizational initiatives, facilitating transformative change.In addition to project leadership and oversight of junior team members, you will actively contribute to fostering client relationships, sharing insights, spotting opportunities, and driving additional client engagements.

About Auror Auror partners with retailers to address theft and Organized Retail Crime, a global issue valued at $150 billion. These crimes are often coordinated and impact individuals, businesses, and communities every day. Founded in New Zealand more than ten years ago, Auror now works with leading retailers across the US, Canada, Australia, New Zealand, and the UK. The company’s mission is to connect people and intelligence, using technology to help reduce crime for good. AI plays a growing role at Auror, supporting everything from trend detection to customer support and internal process improvements. The team is encouraged to explore AI’s potential while following a responsible AI framework and ethical guidelines. Role Overview: Senior Machine Learning Engineer (Auckland) This position focuses on delivering actionable insights to retail clients using real-time data. Auror’s platform serves 13,500 retail stores and more than 50,000 users worldwide. The Senior Machine Learning Engineer will work hands-on with large datasets, applying machine learning to build and deploy intelligent features at scale. Collaboration is key: expect to work closely with the data team, product squads, other business units, and sometimes directly with customers. The role covers the full project lifecycle, from designing solutions and data science work to engineering and operationalizing ML models in production. Ongoing improvement of algorithms and outcomes is a core part of the job, with a strong emphasis on responsible and ethical use of AI. What You Will Do Design, develop, and deploy machine learning features based on real-world retail data Lead projects from concept through to production, including solution design and implementation Collaborate with data scientists, engineers, product teams, and occasionally customers Continuously improve ML models and outcomes as they are integrated into operational systems Work within established privacy and ethical frameworks, ensuring responsible use of technology Reporting Line This role reports to Altieris Peixoto, Data and AI Lead. View LinkedIn Profile

Anypear is a dynamic headhunting and recruitment agency that specializes in linking New Zealand and Australian companies with exceptional overseas talent.We are in search of a dedicated AI Business Manager who will play a crucial role in enhancing our talent database and ensuring it flourishes in an increasingly AI-centric workforce. This remote position will spearhead our AI initiatives, empowering our talent pool to evolve into proficient AI-native professionals.Key ResponsibilitiesConduct thorough monitoring and analysis of global and local AI market trends, tools, and technologies.Identify essential AI-related skills and align them with talent development programs.Design and manage training initiatives aimed at upskilling candidates in AI tools and practices pertinent to their respective industries.Collaborate with training providers, industry experts, and internal teams to craft AI-focused learning modules.Investigate methods to integrate AI into recruitment operations (e.g., talent database, data insights, market research).Track training outcomes and continuously refine strategies based on the evolving needs of talent and clients.Partner with recruitment consultants to align client hiring requirements with AI-native talent.Educate internal teams on the adoption of AI in recruitment workflows and business operations.Pilot and evaluate new AI tools that can enhance the agency’s operational efficiency and competitive advantage.

Our MissionAt Datacom, we are driven by a commitment to empower organizations and communities throughout Australia and New Zealand, harnessing technology to foster innovation and growth.Role OverviewIn the rapidly evolving landscape of software development, the challenge lies not in writing code but in validating its functionality. As the Lead Principal Engineer – QA and Automation, you will spearhead the quality architecture for a platform where AI agents play a pivotal role in generating production code. Your responsibility encompasses the creation of robust verification and validation systems, including automated oracle testing, risk-based quality gates, integration frameworks, and regression infrastructures, that enable us to deliver at the unprecedented pace facilitated by AI. Key ResponsibilitiesAs the Lead Principal Engineer – QA and Automation, your focus will include:Designing and implementing automated verification systems to validate AI-generated code on a large scale, ensuring that outputs meet correctness, integration, and compliance standards prior to human review.Architecting oracle-based testing strategies that capture existing system behaviors to verify new implementations against equivalent results, facilitating continuous and automated behavioral equivalence testing.Establishing risk-based verification strategies tailored to the platform's needs, where critical processes like payroll calculations demand near-zero defects, while other changes may allow for more lenient scrutiny.Creating cross-service integration testing frameworks that identify failures across different domains, ensuring that AI-generated code that passes initial tests does not break under real-world conditions.Designing and maintaining a comprehensive set of scenario corpora derived from actual customer data and legislative requirements, defining the standards for correctness in each release.Building nightly regression harnesses that execute the full scenario corpus, automatically triaging failures and providing actionable diagnostics.Defining quality gates within our delivery pipeline, ensuring that no code—whether human or AI-generated—advances to production without passing through your rigorous verification processes.Implementing property-based and golden master testing for deterministic scenarios, ensuring outputs remain consistent for the same inputs.Developing the test infrastructure that supports continuous delivery, including test data generators, environment provisioning, and parallel execution capabilities.

Join our dynamic team as a Freelance AI Trainer specializing in Social Media Annotation. In this role, you will be responsible for providing critical insights and feedback on AI training datasets, ensuring the accuracy and relevance of social media content analysis. This is an exciting opportunity to contribute to the development of cutting-edge AI technologies.

Jobgether is looking for an AI LoRA Character Creator based in New Zealand. This position centers on designing and building original characters using advanced AI tools, with a focus on LoRA (Low-Rank Adaptation) techniques. Role overview The AI LoRA Character Creator will use technical expertise and creativity to produce characters that stand out and inspire. The work involves applying AI-driven methods to develop new character concepts, ensuring each one is distinct and engaging. What you will do Design and create unique characters using AI technologies, including LoRA methods Blend creative vision with technical skill to shape character features and personalities Contribute ideas that influence the direction of character development at Jobgether Requirements Experience with AI-based character creation tools Strong creative and technical abilities Based in New Zealand

Join our dynamic team at Timescapes as a Machine Learning Engineer, where we are dedicated to revolutionizing the construction industry through innovative technology. We seek an analytical thinker who can dissect complex problems and develop effective machine learning solutions. Our commitment is to deliver exceptional products that create memorable experiences for our users.About UsSince our founding in New Zealand in 2017, Timescapes has been at the forefront of visual progress tracking for intricate construction projects. Our goal is to enhance construction efficiency through improved transparency and communication. Our solutions are trusted by leading construction firms across Australia, Canada, New Zealand, and the United States, enabling them to manage timelines, verify claims, and communicate project progress seamlessly.As a rapidly expanding organization, we prioritize thoughtful and strategic approaches in our product development, emphasizing speed, quality, and awareness.About the RoleAs our second dedicated ML/AI engineer, you will collaborate closely with our product and engineering teams to design and implement machine learning models, particularly in computer vision, enhancing our existing and future product features. Key responsibilities include:Collaborating with AI/ML team members to design, develop, and integrate machine learning models aimed at solving construction-related challenges concerning activity tracking and progress monitoring on various sites.Conducting experiments with large language models (LLMs) and other generative AI frameworks, assessing the feasibility of custom developments versus utilizing existing models.Creating software for managing the machine learning lifecycle, including data management, labeling, and training processes.Acquiring and curating training data to ensure high quality and optimal integration into the ML lifecycle.

Our Mission At Datacom, we collaborate with organizations and communities throughout Australia and New Zealand to create meaningful impacts in people's lives, harnessing technology to drive innovation and growth. About the Position As an Engineering Manager at Datacom, you will play a pivotal role in our Product and Technical Leadership team. Your primary responsibility will be to ensure the delivery capabilities of your squads, focusing on achieving predictable, high-quality outcomes while maintaining a sustainable pace and fostering healthy, engaged teams. You will work closely with Product Managers, ensuring that product vision translates into actionable delivery plans, while also partnering with Principal Engineers to manage engineering health and cross-domain dependencies effectively. This leadership role empowers you to build capabilities, advocate for AI-enabled practices, and cultivate an inclusive, high-trust culture that embodies Datacom's core values.Drive ownership of delivery, people management, and engineering health across your squads. You will promote AI-enhanced delivery practices, develop high-performing teams, and collaborate with Product and Principal Engineers to deliver reliable, high-quality software rapidly. You will set the standard for responsible adoption of AI tools within your teams. Key Responsibilities As an Engineering Manager, your focus will include:Overseeing end-to-end delivery accountability for assigned squads, ensuring commitments are realistic and met.Translating product intents into actionable delivery timelines and organizing work for concurrent execution.Facilitating sprint and delivery planning sessions; tracking progress, identifying risks, and addressing blockers.Managing capacity planning, balancing workloads, and providing reliable delivery forecasts.Championing engineering health, including sustainable work pace, team morale, service reliability, and quality investments.Advocating for responsible AI-enabled software delivery practices with established guardrails and human validation processes.Leading engineers through hiring, onboarding, coaching, development, and retention of top talent.Addressing cross-squad dependencies, managing risks, and promoting continuous improvement in processes.Collaborating daily with Product Managers and Principal Engineers to align on project scope, sequencing, capacity allocation, and quality standards.Ensuring compliance of delivery practices with security, compliance, and Datacom policies.Datacom is a dynamic organization that adapts quickly to the evolving needs of customers, technology, and internal stakeholders, which means our roles may evolve accordingly. What We Expect from YouEssential Experience:A minimum of 10 years in the IT/software industry.3 to 5 years of experience leading engineering practices or managing multiple squads simultaneously.Proven track record of owning delivery outcomes, timelines, and capacity management.