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AI Engineer Programme – Job Support Included Complete online training designed to take you from beginner level to your first AI Engineer role. Study part-time, build practical artificial intelligence and machine learning skills, and receive dedicated job support to help you secure employment. The Programme Complete this 10–14 week online programme with approximately 10–15 hours of study per week. You’ll learn Python programming, machine learning fundamentals, data handling, and applied AI use cases. The programme includes hands-on projects, real-world problem-solving, portfolio development, expert tutor support, and career guidance. The Outcome Entry-level AI Engineer roles across multiple industries. Starting salaries: £35,000 – £45,000+ Who This Is For Beginner-friendly and suitable for career changers. No prior AI experience required. UK-based learners only. Apply now. Limited spaces available.

AI Engineer Programme – Job Support Included Complete online training designed to take you from beginner level to your first AI Engineer role. Study part-time, build practical artificial intelligence and machine learning skills, and receive dedicated job support to help you secure employment. The Programme Complete this 10–14 week online programme with approximately 10–15 hours of study per week. You’ll learn Python programming, machine learning fundamentals, data handling, and applied AI use cases. The programme includes hands-on projects, real-world problem-solving, portfolio development, expert tutor support, and career guidance. The Outcome Entry-level AI Engineer roles across multiple industries. Starting salaries: £35,000 – £45,000+ Who This Is For Beginner-friendly and suitable for career changers. No prior AI experience required. UK-based learners only. Apply now. Limited spaces available.

AI Engineer Programme – Job Support Included Complete online training designed to take you from beginner level to your first AI Engineer role. Study part-time, build practical artificial intelligence and machine learning skills, and receive dedicated job support to help you secure employment. The Programme Complete this 10–14 week online programme with approximately 10–15 hours of study per week. You’ll learn Python programming, machine learning fundamentals, data handling, and applied AI use cases. The programme includes hands-on projects, real-world problem-solving, portfolio development, expert tutor support, and career guidance. The Outcome Entry-level AI Engineer roles across multiple industries. Starting salaries: £35,000 – £45,000+ Who This Is For Beginner-friendly and suitable for career changers. No prior AI experience required. UK-based learners only. Apply now. Limited spaces available.

Are you looking to benefit from a new career in Programming? Skills shortages in the IT sector are driving the need for qualified, entry-level career seekers and career changers. We help place graduates from this programme in top UK companies and organisations needing to employ entry-level Programming staff that can hit the ground running with up-to-date skills gained from this programme. The best part is you will not need any previous experience as fully accredited training, which includes tutor support and mentoring, provides you with the skills, practical knowledge and qualifications for you to secure a professional job and career in coding. You will also have the reassurance of a job guarantee (£25K-£40K) upon completion. Whether you are working full-time, part-time or are unemployed, this package has the flexibility to be completed at a pace that suits you and can be completed in a few weeks or a few months (step 1 to 4 below). Your job and career goals are completed in 4 easy steps. Step 1 -HTML and CSS Online Training (*12 weeks) The first step is completing a selection of professional and industry-recognised courses. We have carefully selected these courses to give you the most out of both your learning and employment journey. HTML Essentials (6 weeks) CSS Essentials (6 weeks) The training is delivered via multimedia rich video tutorials, presentations and quizzes through a portal that you study online from anywhere you choose. You will also be assigned an expert tutor and a support mentor to help you throughout your training. Once the HTML & CSS courses are complete, you will be ready to move forward. Step 2 -Online Training (*12 weeks) The second step includes a selection of more advanced courses to get you up to speed. Learn the Command Line (1.5 weeks) Learn Git & GitHub (1.5 weeks) Learn JavaScript (1.5 weeks) Learn Python 3 (1.5 weeks) JavaScript forms the foundation of almost everything you see on the Internet, so it will be essential! Python is highly versatile. You can use it for both small and complex tasks, and it is used across many different industries. Step 3 - Build a Portfolio Website Project (1 week) Additional Courses AWS Certified Cloud Practitioner Microsoft Certified: Azure Administrator Associate Step 4 - Junior Programmer placement (£25K - £40k) We work with you to secure your first role as a Junior Programmer, with a starting salary of anywhere between £25K - £40k. While working as a Junior Programmer, we will release your second batch of training which is specifically designed to qualify you to move into the programming field. Programmer Role Once you have completed all the mandatory training in step four and have gained two plus years experience in the coding industry, you will be ready to move into higher paying programming roles. Our recruitment support team specialises in the Web and programming space and roles at this level have an average starting salary of £45K. We have been helping career changers and new career seekers gain new careers since 2009 and we are a CompTIA Gold Partner, accredited by the BCS (Chartered Institute of IT/ British Computer Society) to ensure we provide the highest levels of training. In addition, we are also ELCAS approved to help members of the Armed Forces, Service Leavers and Veterans gain rewarding careers in IT and Cybersecurity. Job Guarantee Due to the success of this programme and the skills shortage of entry-level coding staff, we can guarantee you will secure a job upon completion of your study programme or we will refund you 100% of your course fees back. This is subject to our terms of learning/ terms of business. Passionate about starting a career in coding? Apply now and one of our friendly advisors will be in touch. Keywords: Website, Web Developer, Business Development, Website, Web Design, Front End, Back End, Full Stack, Computer Programmer, Computer Systems Engineer, Systems Analyst, Programmer Analyst, Database Administrator, Front-end Developer, Mobile App Developer, Software Developer, Data Scientist, Cloud Engineer.

AI Engineer Placement Programme no experience needed From £45,000 to £75,000 per annum AI Trainee Engineer £45,000£75,000 Job Programme This is a self-funded programme that leads to employment, fees apply. Job GuaranteeComplete the programme and get a job, or get your course fees back. Location:UK Wide (Remote Opportunities Available) Looking to start a career in AI Engineering? We are offering a structured pathway into AI Engineering, designed to help you enter one of the fastest-growing sectors in tech with no prior experience. This opportunity includes training, support, and access to our specialised recruitment support for job roles across the UK. No prior experience required. Train online at your own pace and become job-ready in as little as afew weeks. Our programme includes: • Official AWS Certified Cloud Practitioner certification, • Training in Python, Machine Learning, and AI systems, • Hands-on projects using real-world AI tools and technologies, • Professional CV and LinkedIn support, • Interview preparation, • Dedicated recruitment support until placed, • Personalised 1-1 tutor support, • Hands-on projects to build your AI portfolio Flexible, affordable, achi...

AI Engineer - Cardiff Our client is a leading company based in central Cardiff and they are looking to hire an experienced AI Engineer to join their technical team. In this position you will lead on the design, development, and deployment of advanced AI solutions that enhance operational efficiency and support business growth. You will work closely with employees across departments and senior stakeholders to understand business requirements and guide AI development Key Responsibilities • Lead the development and deployment of AI-powered tools to improve efficiency and productivity, • Design advanced solutions including automation, RAG, and LLM-based workflows, • Collaborate with stakeholders and internal teams to identify and deliver strategic AI initiatives that deliver measurable business value and increase productivity, • Provide guidance on AI architecture, tooling, and technology direction, • Ensure systems are secure, scalable, and compliant with governance standards, • Monitor performance and continuously optimise AI systems, • Train users and create documentation to drive adoption Skills & Experience • 3+ years of experience in AI engineering or software engineering, • Strong Python experience, • Proven experience of building and deploying AI solutions end-to-end, • Experience with RAG and LLM-based...

Senior Data Engineer Overview A senior, hands-on data engineering role within a growing data and analytics team undergoing platform modernisation. The role combines deep technical delivery with strong stakeholder engagement, feature ownership, and mentorship responsibilities. Key Responsibilities Own complex end-to-end ETL pipelines using Python and SQL Design and develop data solutions across a cloud-based data lake using a layered (Bronze / Silver / Gold) architecture Build and maintain SQL objects (stored procedures, views, complex queries) Translate business requirements into clear, well-specified data features Produce and maintain technical documentation (solution designs, data dictionaries, runbooks) Act as a quality bar for engineering standards through code review and design input Keep stakeholders informed on progress, delivery, and dependencies Coach and support less experienced engineers Contribute to data architecture and future platform direction Actively use AI tools to accelerate development, improve quality, and enhance documentation Technology Environment Primary cloud platform: Microsoft Azure Core tools and services may include: Azure SQL Cloud data lake / analytics services (e.g. Synapse or equivalent) Data orchestration tools CI/CD and version control systems Familiarity with modern analytics platforms and BI tooling desirable<...

Full Stack Developer in Penarth, United Kingdom.The ideal candidate will have strong expertise in Python for backend development and Angular for frontend creation.Key responsibilities include system design, business analysis, and hands-on development to create scalable solutions.Candidates should ha

Backend Developer in Penarth, Wales.The successful candidate will design, develop, and maintain scalable backend services using Python and Java.Responsibilities include implementing RESTful APIs, integrating backend services with front-end applications, and ensuring code quality.Ideal candidates wil

Extensive software engineering experience using one or more languages including Python. A Lead Python Engineer will be producing clean, testable and maintainable designs for any team tickets they pick up.

LegalAndGeneral in Cardiff is hiring an AI Engineer to join a collaborative team focused on developing and maintaining AI solutions. Your role involves designing production-ready machine learning applications on Azure, working with Python, and contributing to CI/CD practices.

Yolk Recruitment is seeking an experienced AI Engineer to join a fast-growing technology business in Cardiff.This role focuses on building production-grade AI systems that enhance automation and decision-making.Responsibilities include developing scalable AI applications, designing workflows, and co

Creditsafe is seeking a Data Engineer to join our Data Engineering team in Cardiff.The role involves designing and building data pipelines, working closely with Product Managers and Data Analysts.Candidates should have strong experience in Python and data orchestration tools.We offer 25 days of annu

Familiarity with AWS and CI/CD pipelines is a plus.

DGH Recruitment is seeking a Senior Data Engineer in Cardiff to take ownership of complex ETL pipelines and design data solutions for a cloud-based data lake.The role requires strong skills in Python and SQL, technical documentation, and mentorship of junior engineers.You will engage with stakeholde

Responsibilities include enhancing backend services, implementing data workflows, and providing post-implementation support. Ideal candidates will have 4–6 years of experience in software engineering and strong skills in Python programming and API development.

A cutting-edge tech company in the UK seeks a skilled Software Engineer to join its AI team, focusing on data ingestion for model training.The ideal candidate should have a BS/MS/PhD in Computer Science, along with over 5 years of experience in software development, proficiency in bash/Python, and e

We’re a growing engineering consultancy looking for an Electronics Engineer who enjoys solving varied, real-world problems. This role is ideal for someone who thrives on moving between projects, working with different technologies, and contributing ideas from concept through to delivery. About the Role You’ll be part of a small, collaborative team delivering electronic design solutions for a range of clients and applications. The work is hands-on and varied — one week you might be developing a new embedded system, the next diagnosing issues on an existing design or preparing a prototype for manufacture. This is a role for someone who is comfortable taking ownership, managing their time across multiple pieces of work, and engaging directly with colleagues, suppliers, and clients. What You’ll Be Doing Creating electronic designs for a mix of applications, from sensing and control to user interfaces and power switching Developing firmware for embedded systems Investigating and resolving faults in hardware Producing PCB designs and taking them through to manufacture Assembling, testing, and refining prototypes Supporting the transition from design into low-volume production Working with external partners and component suppliers Documenting your work clearly for both internal use and client deliveryWhat We’re Looking For Solid background in electronics design, covering both analogue and digital principles Experience working with embedded systems and microcontrollers Confidence writing embedded software (C/C++, Python, or similar) Practical experience designing and delivering PCBs A hands-on approach, with the ability to test, troubleshoot, and improve designs Comfortable balancing several projects at once

SRT Marine Systems plc (SRT) is a market leader in the domain of international marine surveillance technology and systems. We are a respected, established, and an ambitious multi-national company headquartered in the UK with a global customer base. The company has a worldwide impact in the marine sector by leading the next generation of maritime domain awareness technologies "MDA", products, and systems that significantly enhance security, safety, environmental protection, and sustainability. Our customers are global and range from the largest national coast guards to individual vessel owners. SRT is an exciting company where high-quality results are rewarded. We are ambitious and constantly seek to innovate in order to deliver better products and services to our customers. We strive to make SRT a rewarding and challenging place to work, where talented, hard-working individuals have the opportunity to make a real impact across the marine industry. Role overview of our System Monitoring & Observability Engineer (Prometheus / Grafana) You as a System Monitoring & Observability Engineer (Prometheus / Grafana) here at SRT, you will be part of a small team tasked with implementing an end-user observability visualisation. Currently, we have observability dashboards in place for our engineers, utilising Prometheus for metrics collection and Grafana for visualisation. This initiative aims to deliver a more user-friendly solution tailored for our end-users. Our clients are located across various countries worldwide, each with differing WAN capabilities, and our system is geographically distributed on-premises across multiple sites. We are fortunate to have a team of highly experiencedengineers, including UX designers, who can provide support and guidance. Our lead observability engineer will oversee and assist with your work throughout the project in the role of System Monitoring & Observability Engineer (Prometheus / Grafana). Key Responsibilities - System Monitoring & Observability Engineer (Prometheus / Grafana) - (not exhaustive) Monitoring & Metrics Collection Design, configure, and maintain Prometheus-based monitoring solutions Develop and manage metric exporters for application and system-level data Optimise Prometheus scraping configurations and retention policies Alerting & Incident Response Define and maintain alert rules based on SLIs/SLOs and performance baselines Ensure alerts are actionable, with minimal false positives Participate (not necessarily lead) in on-call rotations and incident postmortems Observability Dashboards Design and maintain Grafana dashboards for real-time operational insights Collaborate with engineering and product teams to create tailored visualisations Provide self-service dashboard capabilities for end users System Performance & Reliability Monitor infrastructure (servers, containers, databases, services) for uptime, latency, and throughput Identify bottlenecks and recommend improvements Required Skills & Experience - System Monitoring & Observability Engineer (Prometheus / Grafana) Proven experience with Prometheus (including PromQL) and Grafana in production environments Strong knowledge of Linux-based systems Experience writing and optimising PromQL queries for alerts and dashboards Familiarity with exporters (nodeexporter, blackboxexporter, custom exporters) Understanding of alertmanager configuration and routing Proficiency with Grafana dashboard creation and templating Strong troubleshooting skills for infrastructure and application issues Familiarity with containers (Docker) Scripting skills (Bash, Python, or Go) for automation Just some of the benefits we offer Highly Competitive Salary Matched company pension contributions up to 5% 25 days annual leave rising to 28 days with service Career development opportunities Company "Get to know you" days SRT Marine Systems plc are an equal opportunity employer. We are committed to creating an inclusive working environment for all employees and actively encourage applications from all sectors of the community

AI Engineer | Hybrid | Python | AWS | LLMs | Agentic AI We're working with a fast-growing technology business investing heavily in AI-driven product development and intelligent automation. They're looking for an experienced AI Engineer to help build scalable, production-grade AI systems that deliver real commercial impact across their platform. This is not a research role. It's a hands-on engineering position focused on designing, building and deploying AI capabilities into live products used by customers globally. You'll be working across modern AI tooling, backend engineering and cloud infrastructure to develop intelligent workflows, LLM-powered features and agentic systems that improve automation, decision-making and user experience. What you'll be doing Building and deploying production AI applications using LLMs Designing agentic workflows and multi-step AI pipelines Developing scalable backend APIs and cloud-native services Creating RAG pipelines, embeddings and AI retrieval systems Improving AI reliability through testing, evaluation and guardrails Working closely with engineering, product and business teams Contributing to architecture decisions and AI best practice Helping shape the future direction of AI capability across the business Tech environment Python, AWS, APIs, LLMs, RAG, Docker, Kubernetes, microservices, cloud-native architecture and modern AI engineering tooling. What they're looking for Strong Python backend engineering experience Experience building and deploying LLM-based applications Good understanding of APIs, distributed systems and cloud platforms Hands-on experience with RAG, embeddings and AI orchestration Experience with Docker/Kubernetes and modern engineering practices Someone comfortable operating in a fast-moving product environment Nice to have Experience with agentic AI frameworks AI evaluation and guardrail implementation Fine-tuning or hosting LLMs Reinforcement learning or planning systems MSc or PhD in a relevant discipline Why apply? Opportunity to work on genuinely cutting-edge AI products High-impact engineering role with real ownership Modern tech stack and AI-first environment Fully remote flexibility Strong growth plans and long-term AI investmentIf you're interested in building production AI systems rather than just experimenting with them, this is a genuinely strong opportunity to join a business putting AI at the centre of its product strategy

Senior Databricks Engineer | Hybrid | Cardiff| Outside IR35 | £400 - £500 Opus is partnering with a new client to support a major data platform build, and we’re looking for a Senior Data Engineer to play a key role in the next phase of delivery. This is a hands-on contract position focused on building out a modern cloud-based data environment using Azure, Databricks, and Lakehouse architecture principles. You’ll be working within a growing data function, helping to design and deliver scalable, production-grade data solutions that underpin reporting and analytics across the business. This role will suit someone who enjoys taking ownership, working closely with stakeholders, and translating business requirements into robust data engineering solutions. What you'll be doing: Design, build and optimise data pipelines using Azure Data Factory, Databricks, Python and SQL Work within a Lakehouse / Medallion architecture framework Develop and maintain data models and structures to support analytics and reporting Work across Azure SQL / MS SQL environments Improve and maintain CI/CD and deployment pipelines for data workflows Support downstream analytics, including Power BI datasets Contribute to data quality, governance and best practice standards What we are looking for: Strong hands-on experience with Databricks and Azure data platforms Databricks certification (current/relevant) Advanced SQL skills (MS SQL / Azure SQL) Strong Python experience Experience building scalable data platforms, ideally using Lakehouse architecture Solid understanding of data modelling, data quality and governance Experience working with Git and CI/CD pipelines If this is a role that suits your skill set, you can travel to Cardiff on a hybrid basis of 2 days per week and available immediately then please apply for the job advert directly or reach out to me with your CV to (url removed). Senior Databricks Engineer | Hybrid | Cardiff | Outside IR35 | £400 - £500

Data Engineer (SQL Server / SSIS) – 3 Month Initial Contract – Remote / Cardiff VIQU have partnered with an NHS organisation to recruit a hands-on Data Engineer to support critical data integration and ETL workloads across a Microsoft-based environment. This Data Engineer role is focused on stabilising, improving and enhancing existing data pipelines, alongside supporting ongoing modernisation and cloud migration activities. The Role The successful Data Engineer will play a key role in ensuring the reliability and performance of existing ETL processes, working across a hybrid on-premise and Azure-based data platform. Key responsibilities include: Testing, troubleshooting and supporting existing ETL and data ingestion processes Investigating and resolving data issues, failures and performance bottlenecks Enhancing and optimising existing SSIS packages and SQL-based integrations Developing new ingestion pipelines and transformation logic where required Performing data validation, reconciliation and quality assurance activities Supporting wider data platform modernisation and Azure migration initiatives Collaborating with analytics and reporting teams to ensure downstream data reliability Key Skills & Experience Strong hands-on experience with SQL Server (on-premise) and SSIS Advanced T-SQL development and debugging skills Proven experience working on ETL pipelines, particularly testing and troubleshooting Experience enhancing existing integrations rather than just building from scratch Strong experience with data validation, reconciliation and quality assurance Experience using Python for ETL, automation or data processing Familiarity with Azure SQL or cloud-based data platforms Ability to work independently in an operational, delivery-focused environment Desirable: Experience with Microsoft Fabric, Dataverse or Power Platform NHS or regulated data environment experience Contract Overview Role: Data Engineer (SQL Server / SSIS) Length: 3 months initially (likely extension) IR35: Inside IR35 Rate: £325 per day Location: Remote / Cardiff Apply now to speak with VIQU IT in confidence. Or reach out to Suzie Stone via the VIQU IT website. Do you know someone great? We’ll thank you with up to £1,000 if your referral is successful (terms apply). For more exciting roles and opportunities like this, please follow us on LinkedIn @VIQU IT Recruitment

Working closely with backend engineers, ML engineers, clinical teams, and customer integration partners, you will ensure the reliable, secure, and compliant flow of patient data across operational and analytical systems. Data Engineering, Backend Engineering, or a related role. Data Engineer | Pytho

Nerdleveltech seeks a skilled Senior DevOps Engineer for a fully remote, 3-month contract with extension potential. You will design and maintain AWS cloud environments, use Terraform for Infrastructure as Code, and automate processes with Python.

Future plc in the United Kingdom is seeking an experienced Data Engineer to enhance data pipelines for their B2B and Go. You will be responsible for developing and maintaining features of the data platform while using Python on Google Cloud Platform.

This role emphasizes extensive experience with Azure Data Factory and Python, as you will support the Data Engineering Lead and partner with multiple teams. Yolk Recruitment is seeking a Senior Data Engineer in the United Kingdom to help transform a Civil Service Organisation into the cloud space.

A leading AI project platform is seeking a Senior Python Developer to engage in project-based collaboration.

A global technology company in the United Kingdom is seeking a Software Engineer to develop innovative surveillance camera systems. Python to build server-side applications and creating user interfaces with modern JavaScript frameworks. The ideal candidate will have a degree in Computer Engineering

E-Solutions is seeking a Data Engineer Consultant in the United Kingdom. This full-time position requires expert knowledge and experience in developing ETL jobs for data warehouses using SQL and Python, as well as proficiency with AWS or Azure. If you possess strong skills in software development la

Software Engineer / Developer (AWS, Python, Terraform). Modern cloud and engineering practices. Highly skilled, clearance‑holding engineering teams.

You will work with a team of data engineers in an AWS environment, focusing on data workflow, automation, and developing ML pipelines. Ideal candidates will have strong Python skills and experience in geospatial domains, with knowledge of cloud computing preferred.

An early-stage Start-Up in the United Kingdom seeks a Principal Software Engineer to join their growing team. The ideal candidate has over 5 years of experience in Python, with additional skills in TypeScript and a product-focused mindset.

You will support data engineering capabilities using Azure Data Factory and Python, alongside Data Management and Business Intelligence teams. Yolk Recruitment Ltd is seeking a Senior Data Engineer for a hybrid position in Newport, offering a salary of up to £58,000.

YLD is looking for a Senior Software Engineer to join their remote-first consultancy based in the UK and Portugal. The ideal candidate has extensive experience with cloud platforms like Azure, strong Python skills, and a collaborative mindset.

Mercor is seeking a Software Engineer to develop complex Python systems. The role involves designing modular codebases, optimizing Python performance, and collaborating with AI research teams. Candidates should have a proven track record at top US tech firms and strong knowledge of Python fundamenta

We are looking for a Senior Software Test Automation Engineer who is passionate about delivering high-quality software through automation-first and shift-left testing practices. In this hands‑on role, you will design, develop, and maintain scalable test automation solutions across UI, API, and int

Next Gate Tech is seeking a Senior Software Engineer in the UK to design and scale systems that power applications and data infrastructure. Ideal candidates will have over 6 years of experience with strong proficiency in Python and full-stack development.

We are looking for a hands-on, production-minded Senior Python Engineer to join our growing team. Job Title: Senior Python Engineer. Division: Inizio Medical – Data & Python Development Team.

Revolut is seeking a Python Engineer in the United Kingdom to build high-quality code and automated solutions for regulated financial systems. Candidates should have experience in deep learning, Python proficiency, and a degree in a STEM field.

They seek exceptional engineers who thrive on solving humanity's toughest problems. While Python is their core, they are stack-agnostic for the right talent, welcoming expertise in Rust, Go, TypeScript, or other languages. You'll focus on patient communication, triage, and secure data layers, usin

Python Software Foundation is seeking a Back-end Python Developer (AI) for a remote role in the UK. The ideal candidate will have over 2 years of experience in Python coding, API development, and a good understanding of Docker.

A recruitment agency is seeking a Remote AI Backend / Full-Stack Engineer to develop and scale an AI-powered travel platform. Candidates must have strong Python and FastAPI skills, experience building APIs, and familiarity with React for frontend components.

Peaple Talent is seeking a skilled Python Developer in the United Kingdom to contribute to a clean-energy transition. You will develop and maintain Python applications, build user interfaces and APIs, and design ETL pipelines. A minimum of 5 years in Python development and strong experience with AWS

The role requires a degree in Computer Science or relevant experience alongside 3-5 years of Python coding expertise.

Principal Software Engineer, Nifty Gateway. Senior/Staff Software Engineer, Data Platform.

Yolk Recruitment Ltd is seeking a Senior Data Engineer in Newport with a salary of up to £58,000. The ideal candidate has substantial experience with Azure Data Factory and Python, and will be responsible for enhancing data capabilities.

Ideal candidates will have a degree in Energy Engineering or a related field, along with at least three years of experience and strong Python programming skills. A technology services company in the United Kingdom is seeking part-time contributors for energy engineering projects. Responsibilities in

This opportunity is a good fit for material scientists & engineers with an experience in python open to part‑time, non‑permanent projects. Python proficiency for writing reference solutions;. Write a Python reference solution, supply input files and model or domain definitions where needed.