WE ARE SPECIALIST TALENT PARTNERS FOR COMPLEX DEVOPS, CLOUD, DATA, AND PLATFORM HIRING AT BOTH TEAM AND PROGRAM SCALE

Welcome to Trust in SODA, your go-to recruitment specialist for all things DevOps, Software Engineering, Cloud and Infrastructure, Data, and GTM (Go-to-Market). Whether you’re looking for your perfect tech job or hoping to hire best-in-class candidates, our consultants have you covered.

Contact Our Team Today

WE ARE SPECIALIST TALENT PARTNERS FOR COMPLEX DEVOPS, CLOUD, DATA, AND PLATFORM HIRING AT BOTH TEAM AND PROGRAM SCALE

Welcome to Trust in SODA, your go-to recruitment specialist for all things DevOps, Software Engineering, Cloud and Infrastructure, Data, and GTM (Go-to-Market). Whether you’re looking for your perfect tech job or hoping to hire best-in-class candidates, our consultants have you covered.

Contact Our Team Today

WE ARE SPECIALIST TALENT PARTNERS FOR COMPLEX DEVOPS, CLOUD, DATA, AND PLATFORM HIRING AT BOTH TEAM AND PROGRAM SCALE

Contact Our Team Today

FIND A JOB

OUR CUSTOMERS

 

OUR RECRUITMENT AND CONSULTING SERVICES.

When fluctuating demands make it tough to manage talent, you need an adaptable, cost-sustainable workforce solution. Precise, fast, compliant – Trust in SODA’s recruitment and consulting services are designed to help you thrive at a time of growing complexity. 

 
SODA Boost
SODA Energy
SODA Max
SODA FLEX

SODA Boost

For organisations facing critical delivery deadlines, transformation milestones, or capability gaps across cloud, data, cyber, and software engineering. 

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SODA Boost

SODA Boost

For organisations facing critical delivery deadlines, transformation milestones, or capability gaps across cloud, data, cyber, and software engineering. 

find out more
SODA Energy
SODA Max
SODA FLEX

Trusted by Over 500 Customers

Hear from our clients and partners about their experience working with us.

‘Trinnovo Group have been unlike any other partners we are working with in bringing the top talent into the business. They go to pains to get to know the business drivers across our wide range of apps, get to know the people, and build an informed opinion on what is going to work and what isn't, overlaying their market expertise with business needs. They are also not concerned with pushing back on directions and having frank debates - something that our radically candid culture values and appreciates hundredfold over salesy 'yes-people'. They get us, know how to come up with intelligent shortcuts to searches, and deploy sass and creativity to deliver, every single time.’

Ann Roberts, Chief of People - Flo Health

The SODA team have been great, quick to submit candidates, really responsive on interview requests and offers made. Great Service! Feedback score 10/10. 

Deloitte, Client

Always been very easy to work with, you listen to our requirements, ask the right questions and provide regular updates. You've been successful with a few of our hires over the last few year and made an impact to the teams as well as making my job a lot easier. Feedback score: 10/10.

G. Network, Client

Oliver did an amazing job on our introduction call - tbh I'm generally unimpressed with recruiting firms but Oliver quickly understood our priorities and was highly responsive. Feedback score 10/10. 

Virtasant, Client

Nathan listened, learned, adjusted and delivered, exactly as required, most in recruitment don’t understand this, Nathan just got it, impressive work. Feedback score 10/10. 

DR.PN, Client

Great company, great people, great results! Feedback score 10/10.

Zeal Network, Client

Adam Whitehurst is a great guy, very knowledgeable and gets our requirements. Feedback score 10/10. 

Fidelis Ireland, Client

Trust In Soda has provided create candidates for our company as we start up here in Ireland. It's been our single source of recruitment and we wouldn't be where we are today without the hard work put in by the team. Feedback score 10/10.

Onda.ai, Client

Dom is fantastic, and always now my first port of call when we begin hiring! Feedback score 10/10. 

Bupa, Client

Lauren Langdell made it a great experience!! She understood from minute 1 what I needed and was super quick finding the perfect person. She was always available, answered all my questions and made me and the candidate feel super attended all the time. Feedback score 10/10. 

Comave Global, Client

OUR SERVICE IN NUMBERS

Net Promoter Score

+

Companies Recruited For

Countries Recruited In

k+

Diverse Hires

m+

Global Reach

Years Established

+

Events Hosted

%

Of Revenue Comes From Communities & Referrals

Featured Case Study

Trust in SODA helped Natwest Boxed secure hard-to-fill roles through a diversity-focused hiring partnership.

“Working with Trinnovo has been fundamental to helping us strive for our diversity goals, especially in elevating female engineering leadership within our organisation. Their tailored recruitment campaigns have not only helped us attract top-tier female talent but also reinforced our commitment to building a more inclusive leadership team. Trinnovo’s deep understanding of diversity challenges and its strategic approach to sourcing exceptional candidates have significantly impacted our ability to meet our diversity targets. Thanks to their expertise, we are proud to have an engineering team that better reflects the diverse perspectives we value at NatWest Boxed”.

– Mike Jetson, Talent Acquisition Lead, NatWest Boxed

View Full Case Study

COUNT ON OUR COMPLIANCE TEAM.

We’re here to Reduce Risk and Alleviate Regulatory Pressures.

Turn data protection and regulatory adherence into strategic advantages. Our dedicated compliance function is equipped with the localised regulatory expertise necessary to help you stay ahead of changing industry standards. Trinnovo Group holds the recruitment and staff-leasing licences required in the UK, Ireland, Switzerland, Germany and the USA, so we can support customers with compliant cross-border hiring.

Built around specialist communities and meaningful connections

Our communities, SODA Social and Women in DevOps, bring together technology professionals, hiring leaders and industry experts through events, panel discussions, podcasts, conference partnerships and thought leadership.

Established in 2017, Women in DevOps has grown into a global movement on a mission to close the DevOps gender gap and inspire future technology leaders, building a community of more than 18,000 followers through events programmes, podcast series and participation in major technology conferences around the world. 

Together, our communities create opportunities for knowledge sharing and meaningful connections, helping businesses access hard to reach talent, build stronger and more diverse talent pipelines, and support historically underserved groups across technology.

Diversity & Inclusion Recruitment

EVENT HOSTS & PARTNERS

WHY WE IMPACT REPORT

As we enter our third year of impact reporting, we remain committed to holding ourselves accountable for our mission progress – to build future-ready businesses powered by people.

WHY WE IMPACT REPORT
MAKING AN IMPACT

We are dedicated to making a positive impact on the world we live in. As a B Corp, we have a responsibility to provide a dependable, sustainable service that creates value for the customers, clients, candidates, and communities we engage with. We are eager to partner with businesses that share our vision of a more equitable future for all. 

Salary guides

Salary and contract rate benchmarks for technology roles across the UK and Ireland, the United States, Germany and Switzerland, from our own hiring mandates.

See all salary guides

LIVE JOBS

Galway, County Galway, Ireland
Data Engineer
Location: Galway (Hybrid – 1 week per month onsite) Duration: 12 Months (Potential Extension) Daily Rate: €500 per day Start Date: ASAP We are seeking an experienced Data Engineer to support the development and enhancement of a modern cloud-based analytics platform, delivering scalable data solutions for reporting, forecasting and business intelligence. Key ResponsibilitiesDesign and develop scalable data models and analytics-ready datasets.Build and optimise data pipelines using Snowflake and AWS.Develop cloud-native and event-driven data solutions.Ensure data quality, governance, security and performance.Collaborate with stakeholders to deliver effective data solutions.Support CI/CD, automation and production data platforms.Key Requirements6+ years of Data Engineering experience.Strong hands-on experience with Snowflake, AWS and SQL.Expertise in Data Modelling, data warehousing and query optimisation.Experience with AWS services including S3, Lambda, SNS and SQS.Knowledge of CI/CD, Git and DevOps practices.Experience with streaming technologies such as Kafka or Kinesis is advantageous.Strong communication and problem-solving skills.Interested?If you're a Data Engineer with strong Snowflake, AWS and SQL experience, apply today or get in touch to find out more!
Nathan Peters Nathan Peters
Dublin, Ireland
Java 3 (6-9 Years)
Senior Java Software Engineer Location: Galway – Hybrid Contract: Contract opportunity The Opportunity We are looking for an experienced Senior Java Software Engineer to develop and maintain high-quality software solutions, including microservices and user interfaces within a complex enterprise environment. The role is primarily backend-focused, with an emphasis on Java and Spring Boot development. You will contribute to scalable applications, collaborate within an Agile environment and help deliver reliable, business-critical solutions. Key Responsibilities Design, develop and maintain Java-based applications and microservices. Build RESTful APIs using Java and Spring Boot. Develop and maintain database solutions using Oracle SQL and PL/SQL. Contribute to automated testing and software quality. Collaborate with developers and stakeholders to deliver incremental business value. Troubleshoot issues, perform root cause analysis and manage multiple priorities. Contribute to front-end development where required. Essential Skills & Experience 6–9 years of software development experience. Strong hands-on experience with Java, Spring Boot and RESTful services. Experience with Oracle SQL and PL/SQL. Familiarity with Maven, Jenkins and modern development practices. Experience working in Agile development environments. Strong problem-solving, troubleshooting and collaboration skills. Desirable: Angular or similar front-end frameworks. Automated testing tools such as Karate, Playwright or similar. Exposure to AWS, Kubernetes or Kafka. Experience in financial services, investment management or other complex enterprise platforms.
Michelle Sutherland Michelle Sutherland
Delft, Netherlands
Software Architect | Advanced Embedded Systems
Software Architect | Advanced Embedded Systems   Location: Delft, Netherlands Working model: Hybrid Salary: €100,000–€110,000 Employment: Permanent   The Opportunity We are looking for a Software Architect to join a highly technical engineering organisation developing complex hardware and software systems for advanced scientific and industrial applications. This is a senior architectural role for someone who genuinely understands software beyond the application layer. You will work across embedded software, firmware, FPGA-based systems, compilers and high-level software APIs, helping define how these components work together as the platform scales. You will provide the technical vision for a system that needs to deliver high performance, precise timing and reliability, while remaining maintainable and scalable as the technology evolves. This is not an architecture role where you simply produce diagrams and hand them over to engineering teams. You will remain technically involved, stepping into complex problems, building prototypes where needed and helping engineers make sound architectural decisions.   What You'll Be Doing Architecture & Technical Vision Define the overall architecture across firmware, embedded software, compilers and high-level APIs. Design systems that can scale significantly without requiring fundamental architectural rewrites. Establish clear interfaces, abstractions, standards and architectural patterns across engineering teams. Balance long-term technical direction with practical delivery requirements. Work closely with product and engineering teams to translate requirements into robust technical solutions. Build consensus around architectural decisions and communicate complex trade-offs clearly. Technical Problem Solving Get involved in technically challenging problems when teams need support. Investigate issues across multiple layers of the technology stack, from high-level software through to firmware and hardware. Help address challenges involving latency, throughput, timing, determinism and system performance. Develop prototypes, proof-of-concepts or production code where this helps validate an architectural approach. Review technical designs and help engineers arrive at practical, scalable solutions. Identify opportunities to simplify systems and remove unnecessary technical complexity. Cross-Functional Leadership Connect software, embedded, firmware, hardware and product engineering teams around a common technical direction. Mentor and influence engineers through technical expertise rather than hierarchy. Work with customer-facing teams to understand real-world requirements and feed these into architectural decisions. Create an environment where engineers can challenge ideas, collaborate effectively and make better technical decisions.   What We're Looking For 10+ years of software engineering experience, with significant experience in architectural or technical leadership. Strong experience across multiple layers, ideally including high-level software, embedded systems and low-level hardware interaction. Deep understanding of embedded systems, hardware interfaces and resource-constrained environments. Strong understanding of FPGA-based systems, including timing constraints and the interaction between hardware and firmware. Experience designing systems where performance, latency, throughput and deterministic behaviour are important. Proven ability to design architectures spanning low-level systems through to high-level APIs. Strong programming skills and a willingness to remain hands-on when required. Experience influencing technical direction without relying on formal authority. Excellent communication skills, with the ability to explain complex technical concepts clearly. Desirable Experience Experience in one or more of the following would be advantageous: Compiler design, intermediate representations, ASTs or transpilers. Digital signal processing or real-time control systems. Distributed systems involving multiple processors or tightly synchronised components. Scientific or numerical computing environments. Python-based scientific software ecosystems. High-performance computing or performance-critical applications. Customer-facing technical roles where user requirements have directly influenced product or architecture decisions. A background in physics, scientific computing or another highly technical domain would be advantageous, but is not essential.   Why Join? You'll have the opportunity to take a genuinely influential architectural position within a technically ambitious organisation. You will work at the intersection of software, embedded technology, firmware and advanced hardware, helping shape systems that need to operate at the limits of performance and precision. This is an opportunity for an experienced engineer who wants to have a real technical impact, rather than simply move further away from engineering into management.
N/AN/A
London, United Kingdom
Channel Marketing Associate
Channel Marketing Associate: 12-Month Contract    Location: Central London, 5 days a week on-site Contract: 12 months, starting November Hours: Full-time, 40 hours per week Rate: £300 to £400 per day   About the Role Our client, a global leader in consumer technology, is looking for a Channel Marketing Associate to support its UK retail business. Reporting to the Head of Channel Marketing for the UK, you will drive marketing activity with third-party retail partners, working alongside regional channel marketing teams and leadership. You will build and strengthen relationships with retail partners in the UK market, deliver plans within budget, and run in-store and online programmes that drive customer acquisition, retention and measurable sales. The ideal candidate is customer-focused, determined to be their retail partners’ best partner, and comfortable in a fast-paced, team-oriented environment.   About the Team You will join a lean, high-performing third-party retail team covering Europe and India. The team manages sales and retail marketing through major consumer electronics retailers and online marketplaces. Sales Managers own the commercial agreements, while marketing roles own partner marketing plans, budget deployment, asset briefing, campaign execution and performance analysis.   Key Responsibilities Meet regularly with retail partners to manage relationships and plan marketing executions Deliver the channel marketing strategy with Tier 2 and Tier 3 partners within agreed budgets and KPIs Deploy and manage marketing budgets to increase product visibility across physical and online retail Oversee campaign execution, ensuring product titles, descriptions, images and localised copy are accurate and launched on time Coordinate marketing brand assets, brief creative teams, and deliver final assets to retail partners Track, analyse and report on campaign performance and return on investment Act as the main marketing point of contact for Tier 2 and Tier 3 partners Support internal budgeting workflows, monthly business reviews, and quarterly and annual marketing calendars Collaborate with Sales, Marketing, Creative, Channel Services and Sales Operations teams Essential Requirements Hands-on experience working directly with retail partners in a channel marketing or sales-adjacent role Familiarity with consumer electronics (e.g. mobile phones, laptops or similar devices) Strong analytical skills and a data-driven approach, including an understanding of retail metrics (CPC, CPA, LTV, ROAS) Proven experience managing co-marketing and OPEX budgets with fiscal responsibility Experience delivering in-store experiences, such as permanent fixtures, temporary displays and staff training Exceptional attention to detail and excellent written and verbal communication Skilled at managing conflict between stakeholders while keeping the team positive Hands-on experience using generative and analytical AI tools to improve marketing strategy and efficiency A bachelor’s degree in Business, Marketing or Economics Willingness to roll up your sleeves and handle detailed, day-to-day execution
N/AN/A
Zurich, Switzerland
webMethods Integration Engineer – Logistics / EDI / SAP
webMethods Integration Engineer – Logistics / EDI / SAP Exciting opportunity to join a major enterprise technology transformation programme! We are currently recruiting for an experienced webMethods Integration Engineer to support a large-scale enterprise transformation and technology migration programme. This is a hands-on technical role focused on developing, configuring and supporting critical integrations between logistics providers, supply-chain platforms, SAP and third-party logistics (3PL) systems. Key Responsibilities: Develop and configure integration solutions using Software AG webMethods. Manage B2B/EDI trading-partner connections using webMethods Trading Networks. Configure EDI document routing, mapping, acknowledgements and processing rules. Develop and support integrations using ANSI X12 and EDIFACT standards. Configure SAP IDoc/ALE interfaces supporting logistics and supply-chain processes. Develop REST/SOAP APIs and troubleshoot integration issues. Investigate and resolve defects during SIT/UAT testing. Support migration, cutover and post-go-live activities. What We're Looking For: Strong hands-on experience with webMethods Trading Networks and Integration Server. Proven experience with B2B/EDI integrations, including trading-partner onboarding and configuration. Strong knowledge of ANSI X12 and EDIFACT messaging standards. Experience integrating third-party logistics (3PL), warehouse or transportation management systems. Knowledge of SAP IDoc/ALE, ideally across MM, SD or EWM. Experience developing or configuring REST and SOAP APIs. Strong understanding of EDI mapping, message validation, error handling and troubleshooting. Exposure to automated testing, AI-assisted mapping or integration-monitoring tools. Experience with large-scale IT migrations, corporate separations or enterprise transformation programmes would be advantageous. Interested? If you're an experienced webMethods Engineer with strong EDI and supply-chain integration expertise, we'd love to hear from you. Apply now or get in touch to find out more!
Nathan Peters Nathan Peters
Berlin, Germany
Software Engineer(s)
Full Remote  Comments About A1 and Bjak Bjak: largest online insurance aggregator in Southeast Asia, expanding into a finance super app Operating in four Asian markets, launching into the UK by end of year A1: new company founded by Bjak’s founder this year, focused entirely on AI applications Building a productivity app coordinating messages, emails, and calendars App can reply to emails, move items, and send reminders with user permission Current team of eight engineers, distributed across China, US, Switzerland, and Japan No UK brand presence yet; seeking agency support for UK hiring Hiring Scope and Timeline Original brief: 15 UK engineering hires Target: 15 hires by end of year, timeline is tight but flexible Still exploring and interviewing recruitment agencies; no decisions made yet Prioritizing contingency-based model given they are new to the market Key Roles and Fit Core needs: GenAI, agentic systems, AI infrastructure, LLM applications Also posted a Director of AI Science role (research-focused) Deeprec and Trust in Soda flagged as strong fit Deeprec covers frontier research, GenAI, agentic AI, speech/voice, AI infrastructure Trust in Soda covers AI engineering with a fintech/financial services bias Broadgate covers financial crime, risk, legal, and compliance Commercial and Process Candy to review the deck and placement list internally before proceeding Will send Deeprec their standard service agreement template after review Decision criteria: track record, capability overview, and rate Onboarding likely straightforward; will set up a Lark group once
Adam HicksAdam Hicks
Zurich, Switzerland
Integration Engineer – webMethods / SAP BTP / Azure
Integration Engineer – webMethods / SAP BTP / Azure Exciting opportunity to join a major enterprise technology transformation programme! We are currently recruiting for an experienced Integration Engineer to support a large-scale business separation and technology migration programme, involving hundreds of applications and thousands of enterprise integrations. This is a hands-on technical role focused on rebuilding, configuring and migrating critical interfaces across Software AG webMethods, SAP BTP Cloud Integration (CPI) and Azure API Management environments. Key Responsibilities: Develop, rebuild and reconfigure enterprise integrations across webMethods, SAP BTP CPI and cloud integration platforms. Migrate and re-point legacy interfaces to new enterprise environments. Configure and support SAP integrations using IDoc, ALE, RFC, BAPI and OData. Develop and maintain REST/SOAP APIs and enterprise messaging integrations. Perform end-to-end message flow testing, data mapping and payload validation. Investigate and resolve integration defects during SIT/UAT testing. Utilise AI-assisted development, automated testing and integration-monitoring tools. Support migration rehearsals, deployment activities, cutover and post-go-live hypercare. What We're Looking For: Strong hands-on experience with webMethods, SAP BTP CPI or Azure/AWS API Management. Proven experience developing, configuring and migrating enterprise integrations. Strong knowledge of SAP integration protocols, including IDoc, ALE, RFC, BAPI and OData. Experience with REST, SOAP, SFTP and/or AS2 integration protocols. Strong understanding of message mapping, payload validation and integration troubleshooting. Experience supporting end-to-end integration testing and defect resolution. Proven involvement in complex deployments, migration cutovers and production support. Exposure to automated testing, AI-assisted development or intelligent integration-monitoring tools. Experience with large-scale IT migrations, M&A carve-outs, business separations or enterprise transformation programmes would be advantageous. Interested? If you're an experienced Integration Engineer with strong middleware and SAP integration expertise, we'd love to hear from you. Apply now or get in touch to find out more!
Nathan Peters Nathan Peters
Dublin, Ireland
40040 Senior Machine Learning Engineer
Senior Machine Learning Engineer – Contract Location: Galway – Hybrid Contract: 12 months Rate: Up to €500 per day Start: ASAP We’re looking for an experienced Senior Machine Learning Engineer to build and integrate ML and GenAI capabilities into scalable, production-grade applications. This is an engineering-focused role for someone who enjoys building end-to-end systems rather than pure research. Key Responsibilities Build production-grade ML/GenAI applications, APIs and services. Design and deploy RAG pipelines, embeddings and vector search solutions. Develop and integrate agentic and multi-agent workflows. Turn ML prototypes and research into scalable production systems. Build full-stack applications using modern front-end and back-end technologies. Design cloud-native, distributed and highly scalable architectures. Implement CI/CD, observability, monitoring and secure engineering practices. Work closely with ML researchers, data scientists and platform teams. Evaluate emerging GenAI frameworks and technologies for practical adoption. Requirements 10+ years' software engineering experience. 4–6 years' experience with ML/GenAI in production. Strong Python development skills. Experience with RAG, embeddings and vector databases such as FAISS, Pinecone, Weaviate or Milvus. Experience with LangChain, LangGraph, CrewAI, AutoGen or similar agentic frameworks. Strong AWS/cloud-native experience. Full-stack development experience with React/Next.js, Angular or similar. Experience with Node.js, Java, C#, Go or similar. Strong knowledge of Docker, Kubernetes, CI/CD and GitHub Actions. Experience with databases such as Oracle, Snowflake and/or knowledge graphs. Understanding of ML model integration, evaluation and Responsible AI. Desirable: Experience with Prometheus, Grafana, OpenTelemetry, model monitoring, GenAI evaluation frameworks and automated alerting. Description: We are looking for a Senior Machine Learning Engineer with strong software engineering fundamentals who can seamlessly integrate Machine Learning and GenAI capabilities into scalable, production-grade applications. This role is ideal for an experienced engineer (10+ years) who enjoys building end?to?end systems—including front-end, back-end, APIs, and ML?powered services—rather than doing research.   You will partner closely with ML researchers, data scientists, and platform teams to transform prototypes, RAG pipelines, and agentic workflows into robust systems used across the enterprise.   The Expertise We’re Looking For   Bachelor’s or Master’s in Computer Science, Engineering, or related technical field. 10+ years of professional software engineering experience (full stack, distributed systems, APIs, cloud). 4–6 years working with machine learning or GenAI systems in production environments. Experience designing and deploying RAG pipelines with embeddings and vector search. Hands-on with vector databases: FAISS, Pinecone, Weaviate, Milvus, etc. Experience with agentic frameworks such as LangChain, CrewAI, LangGraph, AutoGen. Strong expertise in cloud-native engineering (AWS preferred). Proficient in modern front-end frameworks (React/Next.js, Angular, or similar) and in building robust web applications. Back-end development using Python (advanced) and one or more of: Node.js, Java, C#, or Go. Familiarity with traditional ML models, their applications, and how to integrate them into products. Cloud Platforms: AWS services such as S3, Lambda, ECS/EKS, SageMaker, API Gateway. Databases: Experience with relational systems (Oracle), cloud data warehouses (Snowflake), vector DBs, and knowledge graphs (Neo4j, RDF/SPARQL). DevOps: CI/CD pipelines, Docker, Kubernetes, GitHub Actions, infrastructure-as-code. Understanding of Responsible AI, data privacy, and ethical considerations in ML-driven systems. Good to have: Experience with model monitoring, evaluation frameworks, and automated alerting.  Ability to communicate architectural decisions and technical concepts to non-technical partners. undefined    The Skills You Bring End-to-end engineering: You build full-stack applications that integrate ML/GenAI services seamlessly. Productizing ML: Skilled at converting research notebooks and prototypes into production APIs, scalable microservices, or front?end experiences. System design & architecture: Comfortable with distributed systems, containerization, scaling, observability, and resilience. ML/GenAI literacy: You understand how to select the right model type and integrate it appropriately into a business workflow. Agentic workflows: Experience deploying multi-agent systems and monitoring their behavior in production. Observability engineering: Hands-on with Prometheus, Grafana, OpenTelemetry, and logging/metrics pipelines. Engineering rigor: CI/CD, testing, version control, tracing, blue/green deployments, and secure coding practices. Research & evaluation: Ability to evaluate new frameworks, GenAI tools, and emerging technologies for practical adoption. Collaboration: Strong teamwork, mentorship, and communication, enabling strong cross-functional delivery.     The Value You Deliver You build the full-stack components—APIs, UIs, services—that bring ML and GenAI capabilities directly into business applications. You create scalable, secure, and reliable platforms for RAG, model serving, and agentic applications. You improve engineering productivity by providing reusable patterns, libraries, and frameworks for ML integration. You help the organization understand where different model types (LLMs, embeddings, classifiers, etc.) best fit business challenges. You collaborate closely with ML researchers, product teams, and cloud engineering to deliver measurable business impact. You elevate the team by sharing best practices in architecture, coding, and ML?aware engineering
Michelle Sutherland Michelle Sutherland

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