Engineering Structures Journal Jobs in Auburndale, MA

Title: Senior Technical Support Engineer (Care Delivery)

Employment Type: 6-Month Contract-to-Hire

Start Date: ASAP

Work Model: Hybrid – 3 days onsite required

Eligible Locations: Boston, MA | Raleigh, NC | Dallas, TX | Waterloo, Ontario (Canada)

Compensation: 65-68/hr

About the Role

We are hiring a Senior Technical Support Engineer to support a complex production application environment focused on care delivery workflows. This is a hands-on troubleshooting role for someone who enjoys diagnosing real system problems — not a developer stop-gap role.

You will investigate live production issues, analyze application behavior, read backend code, execute SQL queries, and either resolve problems directly or partner with engineering teams to drive fixes.

The ideal candidate is a career technical support professional who takes ownership of issues and thrives in a high-impact operational environment.

What You’ll Do

• Reproduce and diagnose complex production issues
• Read and interpret object-oriented backend code
• Execute advanced SQL queries to validate system behavior
• Identify root cause and resolve issues when possible
• Escalate bugs to engineering with clear technical documentation
• Support ongoing operational stability of the platform
• Work within ticketing systems to manage incidents
• Improve support tooling and workflows
• Collaborate cross-functionally with engineering and operations teams

Required Qualifications

Technical

• Strong object-oriented programming background in Java, Go, or Python (must be strong in at least one)
• Advanced SQL querying skills
• Application-level troubleshooting experience
• Ability to read and debug code (not just run scripts)
• Experience working within ticketing/incident systems

Preferred Qualifications

• Experience as a Senior/Staff/Principal Technical Support Engineer
• Python scripting or automation experience
• Exposure to AI workflow optimization
• Healthcare or life sciences industry experience (nice to have)

Ideal Candidate Profile

• Senior application support engineer (career support track)
• Comfortable reading production code daily
• Strong ownership mindset — drives problems to resolution
• Not a developer seeking a temporary role
• Enjoys deep troubleshooting and operational stability work

Additional Details

• 6-month contract to hire
• Hybrid (3 days onsite required)
• Candidates must reside in Boston, Raleigh, Dallas, or Waterloo
• Immediate start preferred

Immediate need for a talented USA-Systems Engineer III (IT). This is a 08+ Months Contract opportunity with long-term potential and is located in Waltham, MA (Hybrid). Please review the job description below and contact me ASAP if you are interested.

Job ID:26-06360

Pay Range: $60 - $85/hour. Employee benefits include, but are not limited to, health insurance (medical, dental, vision), 401(k) plan, and paid sick leave (depending on work location).

Key Responsibilities:

• Design, develop, deploy, and operate production‑grade AI/ML systems and data pipelines in an agile environment.
• Build, maintain, and optimize CI/CD pipelines using GitHub Actions to enable automated testing and deployment.
• Deploy and operate applications on Kubernetes using GitOps practices (e.g., ArgoCD).
• Develop user‑facing applications through APIs and/or graphical interfaces.
• Deploy predictive models into production environments with a strong focus on reliability, scalability, and observability.
• Build and optimize compute pipelines supporting data processing and model training.
• Collaborate closely with data scientists, computational biologists, and vaccine researchers to translate scientific needs into robust digital solutions.
• Actively participate in agile ceremonies and contribute to continuous improvement of team practices.
• Ensure high standards for code quality, documentation, and knowledge transfer.
• Communicate complex technical concepts clearly to both technical and non‑technical stakeholders.

Key Requirements and Technology Experience:

• Skills-Experience in agile environments, with proven experience deploying and operating applications in production, and Python programming skills
• Experience with GitHub Actions and CI/CD pipeline implementation, Kubernetes-based container orchestration, and GitOps practices (ArgoCD or equivalent). DevOps, automation
• Experience in Production deployment of machine‑learning models and MLOps practices, API and/or web application development, and familiarity with major cloud platforms (AWS, Azure, or GCP)
• Bachelor’s degree or higher in Computer Science, Software Engineering, Data Science, or a related field. Advanced degrees are valued but not required.
• Minimum of 5 years of professional software engineering experience.
• Demonstrated delivery of production‑level systems with measurable impact.
• Strong experience working in agile environments with a customer‑oriented mindset.
• Proven experience deploying and operating applications in production.
• Technical Skills:
• GitHub Actions and CI/CD pipeline implementation.
• Kubernetes‑based container orchestration.
• Git Ops practices (Argo CD or equivalent).
• Strong Python programming skills.
• API and/or web application development.
• Production deployment of machine‑learning models and ML Ops practices.
• Familiarity with major cloud platforms (AWS, Azure, or GCP).
• English: fluent (mandatory). French: nice to have.
• Experience in pharmaceutical, biotechnology, or life‑sciences environments.
• Awareness of drug discovery, vaccine development, or experimental sciences.
• Experience with workflow orchestration tools such as Meta flow.
• Experience in mentoring or technical training.
• Contributions to open‑source or technical communities.
• Experience designing scalable data engineering solutions.
• Manager's Note:-Hybrid working model with a minimum of three days per week on site in Waltham, MA.
• Agile and fast-paced team environment focused on rapid iteration and delivery.
• Strong cross‑functional collaboration across Vaccines R&D, Digital, and CMC.
• Open to candidates willing to relocate at their own expense
• Free parking site
• Possibility of extension, with a gap in work at the end of year (Nov/ Dec) and restart work in January
• English: fluent (mandatory)
• Primary Manager sits in France, local team will be present in EU and US
• Team is building a system of predictive models
• Software Engineer, previous experience moving models in to prediction

Our client is a leading Healthcare Industry and we are currently interviewing to fill this and other similar contract positions. If you are interested in this position, please apply online for immediate consideration.

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Company Description

Edensign is building the future of AI-powered visual and spatial engine. Backed by the Harvard Innovation Labs, we’re creating next-generation intelligent systems that merge generative AI, 3D understanding, and spatial intelligence to transform how real-world spaces are visualized, staged, and experienced.

Contact Email:

Role Description

Full-time | Preference for Boston based candidates

We’re looking for a senior technical leader to drive the development of our core AI engine. The ideal candidate has deep experience training large generative models, including diffusion, 3D reconstruction networks, multimodal, VLM architectures. In this role, you will spearhead model training pipelines, R&D experiments, data strategy, and foundational architecture decisions.

This is an opportunity to help build the next generation of spatial AI - from multi-view consistency to 2D-to-3D-to-2D transformation and advanced scene understanding.

Key Responsibilities

• Design, train, and optimize cutting-edge generative models, including diffusion, 3D reconstruction, and multimodal/VLM architectures
• Build and manage scalable training pipelines, data curation workflows, and experiment tracking
• Lead research experiments, benchmarking, and exploration of new modeling techniques
• Architect the evolution of our spatial AI stack—from prototyping new ideas to deploying production-ready models
• Collaborate with engineering and product teams to integrate AI capabilities seamlessly into real-world workflows
• Make strategic decisions around infrastructure, GPU utilization, model efficiency, and training optimization
• Contribute to Edensign’s long-term technical roadmap and innovation direction

Qualifications

• Strong expertise in training generative models (diffusion, GANs, 3D generative models, or scene-reconstruction networks)
• Deep background in Computer Vision, Computer Graphics, 3D geometry, NeRF-like architectures, or multi-view learning
• Familiarity with node-based generative tools (e.g., ComfyUI) is a plus
• Experience with VLMs, multimodal models, grounding, or spatial reasoning is highly valuable
• Proficiency in Python and modern ML frameworks
• Hands-on experience with distributed training, GPU optimization, and large-scale experiment management
• Ability to work independently and lead technical direction in a fast-paced startup environment
• Strong analytical, problem-solving, and system design skills
• Excellent communication and collaboration skills
• Master’s or PhD in Computer Science, AI/ML, Computer Vision, or a related field
• Experience in real estate, architecture, spatial design, or spatial computing is a bonus
• Proficiency in Mandarin is preferred

Please note that this is a senior-level role and is full-time in-office in Boston, MA.

Groma is building the real estate coin, an on-chain asset that represents diversified ownership in a $100MM+ portfolio of buildings. We operate at the intersection of real estate and technology to unlock a new real estate asset class while making it easier for everyone, from institutional investors to the residents in our buildings, to participate in ownership. Our property technology platform uses AI and IoT to bring new efficiencies to the small unit count multifamily sector, enabling us to efficiently acquire, upgrade, and operate these 2-20 unit multifamily buildings and bring institutional performance to this massive but historically overlooked sector. Our investor technology platform makes owning these assets accessible to a broad array of investors, with bespoke vehicles available to institutional and family office investors and our flagship vehicle, the blockchain-powered Groma Real Estate Trust, available to everyone, with a special focus on enabling ownership for the residents in our buildings. Visit to learn more about us.

About the Role

This senior-level role will join a small team of software engineers that build the digital infrastructure and products that power the company. We're looking for someone that has hands-on experience building, deploying, and maintaining smart contracts in a production environment on EVM networks (Ethereum and Base), as well as experience working with a variety of token standards. Specific nice-to-haves include experience with RWAs/real estate, representing securities with compliance constraints on-chain (e.g. ERC-3643), and DeFi protocols like Uniswap.

While we're looking for an engineer with this background, please note that we also expect all engineers to be willing and able to contribute across our entire technology stack. The primary products that you'll be working on include:

• Tools that are designed to make managing our large and growing real estate portfolio highly efficient. These are tools that we use to address the tactical challenges that arise from managing distributed real estate assets as efficiently as possible while still ensuring the best possible resident experience. We use many standard technology solutions, but also IoT smart home technology and AI to solve and optimize many of our resident and maintenance tasks.
• Products that enable investors to initiate and manage their investments into Groma’s real estate funds. A primary goal of Groma is to make real estate work better for everyone. This means not only owning and managing it well, but also expanding ownership opportunities, with audiences ranging from institutional investors to the residents in our buildings.
• Infrastructure to express Groma’s property assets, investor share holdings, and REIT operations on Ethereum and other networks. Blockchain is a powerful tool for us to increase transparency, investor access, and, over time, unlock new functionality to enable our holders to get the most possible value out of owning real estate.

The most important traits for someone joining the team will be:

• Startup interest. We’re an early stage company and still have a lot left to figure out. There will be lots of ups and down, we don’t yet have all of the answers yet and you’ll be a part of finding them.
• Product mindset. As a startup, we need to be fast to identify and solve problems across the business. We do not have a product team, so we expect engineers to be comfortable working directly with stakeholders throughout the business to understand their needs and build pragmatic solutions to them.
• Technical breadth. As a small team, it’s highly valuable for each member to be able to operate across the entirety of our technology stack. This means being willing and able to work on backend and frontend development, our blockchain infrastructure, or occasionally even some spreadsheet hacking.
• Desire to move fast. As an engineering team, we care about building reliable, secure, and easily-maintainable systems, but also recognize the need to move very quickly as we operate within a fast-moving startup. This means finding the right balance between quality and delivery speed.

The core technologies that the team uses are:

• Languages: Python, TypeScript, Solidity
• Frameworks: Django, React
• Infrastructure: Google Cloud, Postgres, Ethereum

This is a role for someone that can quickly ramp up to execute independently and effectively across the range of technologies described above. You do not need to be an expert in everything mentioned, but should be very comfortable building web applications in Django or a comparable framework and at least interested in learning the rest.

About our Culture

At Groma, we’re looking to build something big and are on a fast growth trajectory. A healthy work-life balance is important to our team, but we also expect a high degree of commitment from every team member. We strive to respect individuals and their needs, while also acknowledging the reality that we have a small team that is trying to accomplish some very ambitious goals in a short period of time.

We are also focused on maintaining our dynamic in-office culture at Groma’s headquarters in beautiful downtown Boston, Massachusetts. We believe that in-person collaboration and spontaneous interpersonal interaction is critical to the company’s success at this stage. Also, our office is great! We own the whole building and have made it very much our own space - we’ve got a gym, locker rooms, a game room, a rooftop garden, and all the normal stuff to make an office an effective and fun place to be. We understand that everyone will occasionally need flexibility, but want to be explicit that this is a fully in-person role.

We have an ever-evolving list of values and conventions that guide how we operate as a company, but here are some of our core ones:

• We approach our work with pragmatic idealism that enables us to focus on our desire to make the world a better place in ways big and small while also being open to intelligent compromises that accelerate us on our path to serve our broader societal goals.
• Our whole team believes strongly that the challenges we are trying to solve require effective teams, not individual heroes.
• We have complex conversations well. We sit at the intersection of housing and blockchain policy, both nuanced topics with real world impacts. We pride ourselves on being thoughtful, seeking the best solutions to real world challenges, and implementing them effectively in the real world.

Disclaimers

While we think that this role is an amazing opportunity for the right candidate, we also want to be upfront about some of the reasons that it might not be a fit for you:

• You want to work in a partially or fully remote environment. We take great care to enable flexibility for team members, but our default will always be to be in office together.
• You just want to write code and are less interested in learning about the business. We expect engineers to spend lots of time with stakeholders figuring out what the right problems are to solve (i.e. doing "product" work), then building the solutions to them.
• Job titles are important to you or you're looking for a quick pathway into engineering management. We're a small, flat organization and intend to keep it that way for the foreseeable future. That said, there are many other types of leadership opportunities available.
• You want a highly predictable job. We're a startup and there have been and will continue to be lots of twists and turns in our story - we change direction quickly and throw a lot of things against the wall to see what sticks.
• You don't want to use AI. While there are tradeoffs that must be managed, we believe that AI-powered coding tools will transform the software engineering profession and are a powerful accelerant.

Job Benefits

• Competitive salary and bonus for the Boston area
• Early stage equity
• 5% 401k match
• 100% employer-paid premiums for high-quality health, dental, and vision insurance plans
• Fully covered commuter passes for bus, subway, boat, or commuter rail
• Unlimited PTO
• 13 official company holidays
• 1 floating holiday: We recognize that there are lots of holidays that are meaningful to different people in different ways and we want to celebrate that by enabling team members to have the time/space to commemorate those days however is appropriate, and using it as an opportunity - if they’d like to - to share the meaning of that day with the broader team
• A beautiful office in downtown Boston with a gym, locker rooms, game room, rooftop garden, and at least one catered lunch and breakfast per week

• Pursuing opportunities at institutions such as Naval Postgraduate School (NPS) or Navy War College (NWC)
• Completing Joint Professional Military Education (JPME) at one of the various service colleges

LHH Recruitment Solutions is seeking a proactive and detail-oriented Quantity Surveyor III to support our client’s

Position- Quantity Surveyor III

Pay Range: $55-$61/hr.

Location- MA, NH and VT(Hybrid)

• Not looking for just electric construction if they come from civil construction that is ok

• 2-3 years estimating background is preferred

• Locations are MA, NH and VT

• Looking for experience in procurement and stakeholder, legal drafting contracts

• 3-5 years of negotiating contracts

Key Accountabilities

• Support project teams in project cost management, negotiation, technical contract compliance and dispute resolution to ensure the annual electric capital construction workplan assigned to contracted resources is effectively and efficiently delivered

• Change Management. Review change orders for contract compliance, pricing accuracy, timely submission, and proper supporting documentation

• Foster relationships with external contractors along with internal stakeholders including but not limited to Construction, Project/Program Management, Procurement, Engineering, Safety and Emergency Planning

• Support bid project development and contract risk identification ahead of award

Qualifications

• A bachelors degree is required

• 3-5 years of experience in contracts, estimating, engineering, construction management and/or project management within the electric utility or similar technical industry required

• 3-5 years of negotiating contracts and change orders to achieve value

• 2-3 years of estimating background is preferred

• EPC experience is a plus

• Proficiency with Microsoft Office including Power BI, MS Teams, SharePoint, Power Point, Excel and Word required

Benefit offerings include medical, dental, vision, life insurance, short-term disability, additional voluntary benefits, EAP program, commuter benefits and 401K plan. Our program provides employees the flexibility to choose the type of coverage that meets their individual needs. Available paid leave may include Paid Sick Leave, where required by law; any other paid leave required by Federal, State, or local law; and Holiday pay upon meeting eligibility criteria.

Equal Opportunity Employer/Veterans/Disabled

To read our Candidate Privacy Information Statement, which explains how we will use your information, please navigate to Company will consider qualified applicants with arrest and conviction records in accordance with federal, state, and local laws and/or security clearance requirements, including, as applicable:

• The California Fair Chance Act

• Los Angeles City Fair Chance Ordinance

• Los Angeles County Fair Chance Ordinance for Employers

• San Francisco Fair Chance Ordinance

You went to law school because someone told you a technical degree plus a JD was a golden ticket.

They weren't wrong. But three years in, you're starting to wonder if this is what they meant.

You're either stuck in prosecution — drafting office actions at 11pm on the same narrow patent family you inherited as a first year — or you're in litigation, buried in document review, never touching the actual technology.

Most AmLaw firms make you pick a lane. Prosecution or litigation. One or the other.

This isn't that.

A top-tier AmLaw firm with one of the most recognized IP practices in the country is hiring a mid-level patent associate in Boston who can work across both patent prosecution and litigation. That combination is rare at this level — and it's what makes this seat different from every other patent posting you've scrolled past.

The work spans:

• Patent prosecution across AI, software, hardware, semiconductor, and communications technologies
• Patent litigation including ITC proceedings, district court, and PTAB
• Client counseling on portfolio strategy, freedom-to-operate, and competitive intelligence
• Due diligence on IP-heavy M&A transactions

This is a dedicated IP platform in Boston — not a satellite office where patent work gets farmed out from headquarters. The team handles matters for major technology and life sciences clients from origination through resolution.

What you bring:

• 2-5 years of patent experience (prosecution, litigation, or both)
• Technical degree in electrical engineering, computer engineering, or computer science
• USPTO registration
• Massachusetts bar or eligibility to obtain

What you get:

• The rare chance to build expertise across both prosecution and litigation at a single firm
• A practice where your technical background isn't just a credential — it's what makes you valuable in the room
• Top market salary + bonus

Apply here directly or send your resume confidentially to

Life Sciences DeltaV Practice Leader

Role Overview

This role is responsible for building and scaling an organic Life Sciences DeltaV automation practice. The position is designed for a senior leader who can establish a new capability from the ground up, starting with initial talent acquisition and growing into a high‑performing team and standalone "mini business."

The successful candidate will lead technical delivery, shape best practices, support client growth, and take ownership of developing a sustainable DeltaV life sciences offering within a broader engineering and technology organization.

This is a highly entrepreneurial role that combines deep technical expertise, people leadership, and commercial accountability.

Key Responsibilities

Practice & Team Development

• Build and scale an organic Life Sciences DeltaV capability, starting with initial hires and expanding into a dedicated delivery team.
• Recruit, mentor, and develop DeltaV and automation engineers, setting standards for quality, delivery, and utilization.
• Establish scalable delivery models, including reusable libraries, templates, and methodologies to accelerate team productivity.
• Serve as the senior technical authority for DeltaV‑based life sciences automation work.

Technical & Delivery Leadership

• Lead complex life sciences automation projects, including greenfield, brownfield, and major DeltaV upgrade initiatives.
• Provide subject‑matter expertise in DeltaV batch automation and S88 concepts (recipes, phases, unit operations, equipment modules).
• Oversee the full automation lifecycle: URS, FDS/DS, configuration, FAT, SAT, commissioning, and support through IQ/OQ/PQ.
• Interface with adjacent systems such as MES, historians, data platforms, skids, and clean‑utility controls.

Client Engagement & Growth

• Act as a trusted advisor to client stakeholders across engineering, manufacturing, quality, and global SME teams.
• Support pre‑sales efforts, including technical solutioning, LOE development, scope definition, and client presentations.
• Help grow client relationships from initial engagements into multi‑site or long‑term programs.

Commercial & Entrepreneurial Ownership

• Take accountability for delivery performance, margins, utilization, and overall practice health.
• Contribute to scoping, SOW development, pricing awareness, risk management, and change‑order control.
• Operate with an ownership mindset, comfortable building from a low base and scaling responsibly over time.

Required Experience & Background

Core Experience

• 10-15+ years of experience in life sciences manufacturing environments, including biologics, sterile/aseptic, vaccines, or high‑potency facilities, with a strong GMP track record.
• 8-10+ years of hands‑on Emerson DeltaV experience in pharma or biotech, with progression from engineer to technical lead or manager.
• Recent experience delivering complex DeltaV projects (greenfield, brownfield, or major upgrades).

Leadership & Prior Roles

• Previous roles may include DeltaV Lead, Automation Manager, Senior Manager, or Associate Director within a pharma site, CDMO, or life‑sciences‑focused system integrator.
• Demonstrated experience managing technical teams and external vendors, including performance management and development.
• Proven ability to hire and build high‑quality automation teams and define what "good" looks like for billable DeltaV engineers.

Technical Expertise

• Deep understanding of batch automation and S88 architecture applied to biologics and aseptic manufacturing.
• Experience across the full validation lifecycle, including IQ, OQ, and PQ support.
• Familiarity with the broader automation ecosystem supporting regulated manufacturing environments.

Desired Attributes

• Maintains a strong professional network of DeltaV engineers, batch specialists, and control system SMEs that can be leveraged to build a team within 6-12 months.
• Comfortable creating standards, templates, and delivery frameworks that enable junior engineers to become productive quickly.
• Strong communicator who can work effectively with both technical and non‑technical stakeholders.
• Naturally entrepreneurial, motivated by building teams, capabilities, and long‑term value.

Location

• US‑based, preferably located in or near a major life sciences hub such as Boston/Cambridge, NYC/Northern NJ, Philadelphia, RTP, the Bay Area, Chicago, or the MD/DC corridor.

Role:

The Technical Product Manager, Functional AI, will lead the definition and delivery of AI solutions that transform our core business functions, including Finance, HR, Legal, Marketing, and others. This role bridges functional expertise and technical execution—partnering with business leaders to identify opportunities, shaping requirements into scalable AI solutions, and ensuring adoption that delivers measurable value. The Technical Product Manager will collaborate closely with engineers and data teams to design, pilot, and scale solutions, while maintaining clear visibility into ROI and impact for leadership. Success in this role requires strong product management discipline, applied AI expertise, and the ability to translate complex technical concepts into business outcomes.

Responsibilities:

Product Management & Business Partnership:

• Lead discovery and scoping sessions with business stakeholders across corporate functions (Finance, HR, Marketing, etc.) to identify high-value AI opportunities.
• Build strong relationships with functional leaders to understand workflows, pain points, and success measures.
• Translate business requirements into clear technical requirements that guide design, engineering, and vendor evaluation.
• Drive user experience design by ensuring solutions are intuitive, accessible, and aligned with employee needs.
• Prepare clear documentation of requirements, workflows, and decision rationale to support transparent delivery.
• Lead Agile sprint planning, backlog grooming, and retrospectives to ensure timely and high-quality delivery of product features in collaboration with cross-functional teams.

AI Solution Design & Delivery Support:

• Partner with engineers to shape solution approaches, balancing build/buy/partner considerations.
• Contribute to solution architecture discussions, ensuring designs are scalable, secure, and compliant with standards.
• Collaborate closely with delivery teams to validate functionality against requirements, proactively evaluate feature effectiveness and accuracy, and resolve scope or design ambiguities to ensure product quality and alignment with user needs.
• Support testing, pilot deployment, and adoption efforts, incorporating user feedback into iterative improvements.
• Document and communicate lessons learned, value metrics, and impact stories to demonstrate business outcomes.

Value & Impact Measurement:

• Define success metrics and measurable outcomes for each AI initiative in partnership with business stakeholders.
• Work closely with the Data Analytics team to design and maintain value tracking reports and dashboards.
• Monitor adoption, efficiency gains, and ROI, and proactively identify areas for improvement.
• Present value realization updates to leadership, ensuring clear visibility into the business impact of AI solutions.

Qualifications:

• At least 5 years of experience in technical product management with a minimum of 2 years in AI-related products.
• Bachelor’s and Master’s in Computer Science, Physics, Engineering, or associated quantitative fields.
• Have proven experience and knowledge of corporate functions (Finance, HR, Legal, Marketing, etc.)
• Exceptional facilitation and communication skills—comfortable running discovery sessions, white-boarding with PMs, and demoing prototypes to senior leaders.
• Demonstrated product-management mindset: roadmap ownership, KPI definition, and budget/risk trade-off communication.
• Hands-on experience leading change initiatives and measuring adoption by teams.
• Strong analytical and problem-solving skills
• Excellent communication and collaboration skills
• Ability to articulate technical concepts to non-technical stakeholders
• Deep understanding of AI applications, tools, and methodologies
• Proven ability to apply AI/ML techniques (e.g., NLP, document intelligence, predictive modeling, generative AI) to solve business problems in corporate functions.
• Hands-on experience with modern AI/ML tools and platforms (e.g., OpenAI, Azure AI, AWS SageMaker, AWS Bedrock or similar).
• Familiarity with the latest trends in AI (e.g., agentic AI, multimodal models, RAG) and ability to evaluate their relevance for client use cases.