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Start Date: ASAP

About Us

Mundane is a venture-backed seed-stage robot learning startup founded by a team of Stanford researchers and builders. We’re deploying a massive fleet of humanoid robots to perform mundane tasks in commercial environments, collecting data to build the next generation of embodied intelligence. We’re a fast-paced, execution-driven team of engineers, roboticists, and dreamers.

Our mission is simple and audacious: build robots that feel human to control — systems that extend human intent into the physical world with immediacy, precision, and grace.

About the Role

As VP of Teleportation, you will lead the design of the sensory and cognitive bridge that connects humans to Mundane’s humanoid robots — a telepresence interface so seamless that distance disappears.

You’ll architect the systems that let operators see, feel, and act through robots as if they were there themselves. Your work will unify cutting-edge visualization, human-computer interaction, and robotic control into an integrated experience that defines the future of human-AI symbiosis.

This is not a design role. It’s a frontier research and systems leadership position — one that spans computer vision, HCI, telepresence, XR, and low-latency distributed systems. You’ll collaborate directly with Mundane’s founders, robotics engineers, and AI researchers to invent the interaction layer that makes humanoid intelligence deployable at scale.

Responsibilities

• Architect and lead the development of Mundane’s teleoperation and telepresence stack — spanning perception, visualization, and interaction design.
• Define and prototype new paradigms for human–robot shared embodiment, combining vision, control, and cognitive feedback in real time.
• Lead applied research on operator performance, situational awareness, and embodied cognition in teleoperation.
• Build high-fidelity visualization pipelines integrating multi-sensor inputs — RGB, depth, LiDAR, and proprioceptive state.
• Collaborate with ML and controls teams to develop closed-loop learning systems that fuse human feedback with robot adaptation.
• Explore VR/XR and spatial computing interfaces for immersive control and situational presence.
• Publish and present frontier work in HRI, CVPR, ICRA, SIGGRAPH, CHI, or equivalent venues to help define the state of the art in embodied telepresence.

Qualifications

Must-Haves

• Advanced background in Human–Computer Interaction, Computer Vision, Robotics, or Cognitive Systems.
• Proven experience building or leading teleoperation, XR, or perception-based interaction systems at scale.
• Strong expertise in real-time rendering, image processing, or sensor fusion (Unity, Unreal, CUDA, OpenCV, ROS2).
• Deep understanding of low-latency streaming architectures and human perceptual thresholds (WebRTC, custom protocols, etc.).
• Ability to drive end-to-end system design — from experiment to deployment — across interdisciplinary research teams.

Bonus

• Prior leadership at a frontier lab (Meta Reality Labs, Apple Vision Products, NVIDIA Robotics, Boston Dynamics AI Institute, etc.).
• Experience with VR telepresence, neural rendering, or world models for shared autonomy.
• Published work in HRI, IROS, ICRA, CoRL, SIGGRAPH, or CHI.
• Track record of building teams that bridge research and productization of embodied or immersive systems.

What You’ll Get

• Full ownership of the human–robot teleportation layer — the interface that defines how intelligence moves between human and machine.
• Early equity with meaningful upside in a venture-backed company building the foundation of embodied AI.
• The opportunity to deploy your work across a real humanoid robot fleet, not simulations.
• Influence over the design of the company’s next-generation learning systems — where teleoperation becomes co-learning.
• The chance to define the visual and cognitive language of human–AI symbiosis.

Perks: Competitive salary + equity, flexible PTO, legendary merch, coffee, robots, sauna & cold plunge (pending).

About Cooler Master

Cooler Master is dedicated to providing the best solutions to customers and aims at exceeding customers’ expectations. The three cornerstones of our business philosophy are innovation, speed, and customer satisfaction.

Our headquarters is located in Taipei, Taiwan, and has its own manufacturing facilities in China and Taiwan and we have branch offices worldwide.

A career at Cooler Master provides meaningful opportunities to develop professionally, We're a diverse network of people driven by our shared ambition to shape a better future.

If you are a bright and high-energy professional. Because we look for and recognize individuals who can thrive in a forward-moving environment, and who can infuse our atmosphere with their own commitment to personal and corporate success. We are committed to creating unique and rewarding experiences for both customers and employees. Everyone has common goals and aspires to be their best.

Here, we can learn and grow at the speed of technology

Now is the time to define your future and make it yours too.

Summary

Cooler Master is looking for a Sales PM who understands North American channels, competitors, and market behavior—and can turn insights into real product results. If you’re passionate about PC hardware, product strategy, and cross-functional collaboration, this role puts you at the center of NA business growth.

This role focuses on product strategy, marketing support, and portfolio management to drive business growth in North America.

Key Responsibilities

• Analyze market trends, competitors, and NA channel ecosystems
• Participate in product kick-offs and provide market-based recommendations
• Support new product evaluation and MOQ feasibility
• Align pricing strategies with BU and local CFTs to ensure consistent MSRP and positioning
• Execute GTM launch enablement across retail & online
• Collaborate closely with Global & Regional Marketing to drive execution
• Identify opportunities to replace key competitors and secure product reviews
• Gather customer insights and market feedback and convert into product recommendations
• Ensure Cooler Master visibility is competitive across NA retail/e-commerce channels
• Act as the main interface between BU and NA CFT
• Consolidate channel/CFT requirements and resolve product issues
• Visit strategic distributors / retailers / system integrators
• Track monthly revenue performance and KPIs
• Support portfolio direction aligned with BU strategy

Qualifications

• Experience in product management, channel business, or business development
• Strong understanding of North America retail & distribution ecosystem
• Data-driven, analytical mindset
• Able to drive initiatives with BU teams & cross-regions
• 5+ years of experience in product management, business development, or category ownership (preferably in PC components or consumer electronics)
• Proven track record of driving product success and hitting sales targets
• Strong understanding of DIY PC market, gaming community trends, and channel dynamics
• Familiarity with NVIDIA/AMD GPUs, cooling, chassis design, and workstation usability trade-offs
• Excellent communication, problem-solving, and analytical skills
• Fluent in English; Mandarin is a strong plus

Personal Characteristics

●Product Portfolio Management experience - Product road-map, product life-cycle, product training,

●Experience managing multiple product lines or a portfolio of related products

● Experience in PC systems ,components, server, workstation, consumer electronic, System integration or another fast innovative field

● Experience managing live games, web/social/mobile experiences, and customer-centric software streaming and services

● Proven business acumen with strategic and analytical capabilities, using data to inform strategic and business decisions

● Enjoy planning and managing complex projects and initiatives that align with company vision

● You are a strategic thinker and a proactive problem solver and you find ways to cohesively support employees and business drivers.

● Ability to collect and analyze data, conduct field research and recognize trends

● Comfortable with collaborating in cross-functional teams

● Handles problems and acts on their own initiative without being prompted.

Position Details:

• Employment type: Full Time
• Base Salary: DOE.
• Yearend Bonus
• Location: City of Industry

Sr Quality Assurance Lead

Summary

CEI is seeking a QA Lead (US) who is responsible for quality execution, test strategy alignment, and day-to-day leadership across application pods. This role ensures testing excellence across functional, automation, performance, security, and UAT domains while acting as the primary onshore quality liaison to engineering and business teams.

The QA Lead works closely with offshore POD leads, AI/Automation teams, and performance engineers to deliver predictable, high quality releases.

CEI’s Solutions group provides project-based consulting services for custom application development. We focus on building custom web, mobile, integration, and related applications in the cloud. We are a Microsoft, GitHub, and AWS partner (among others). We also provide both strategy consulting and managed services for our customers. We are headquartered in Pittsburgh PA with offices in various locations including US cities, India, the US, and Spain.

Key Responsibilities

Test Strategy & Quality Ownership

• Own test strategy and execution for assigned applications or domains.
• Ensure alignment with TCoE standards, metrics, and best practices.
• Drive quality outcomes across Functional, E2E, API, UI, Performance, and Security testing.

Onshore Leadership & Client Interaction

• Serve as primary onshore QA contact for Signet Product Owners and Engineering teams.
• Participate in sprint planning, release readiness reviews, and defect triage meetings.
• Communicate test progress, risks, and quality insights clearly to stakeholders.

POD & Offshore Coordination

• Lead and coordinate offshore QA PODs, ensuring effective handoffs and follow?the?sun execution.
• Review test plans, automation coverage, defect metrics, and execution results.
• Ensure offshore teams adhere to defined quality, security, and compliance standards.

Automation & AI Enablement

• Drive automation-first mindset
• leveraging CEI Product (AIM?FIRE) and modern test frameworks.
• Identify candidates for automation, self?healing scripts, and AI generated test scenarios.
• Collaborate with Automation and AI pods to improve coverage and reduce manual effort.

Defect & Metrics Management

• Own defect lifecycle management including triage, prioritization, and closure.
• Track and report KPIs such as defect leakage, test pass rate, coverage, and cycle time.
• Support command?center dashboards and drill down analytics for assigned applications.

Required Skills & Experience

• 10+ years of QA / Testing experience with enterprise-scale applications.
• Strong hands on experience with manual and automated testing practices.
• Proven leadership experience managing distributed QA teams.
• Strong understanding of Agile, CI/CD, and DevOps-aligned testing.
• Excellent communication skills with ability to work directly with business and engineering stakeholders.

Preferred Experience

• Retail, POS, eCommerce, or multi channel application testing.
• Experience with Playwright, Selenium, API testing tools, and performance tools.
• Exposure to AI driven testing platforms and test analytics.

CEI’s Solutions division is a passionate team of software experts that work daily to build custom solutions that exceed customer expectations. Our focus is on custom solutions including cloud, web, mobile, data platform, data integration, BI / AI, and more. We have experience deploying solutions on the three major clouds – Azure, AWS, and GCP. We are a Microsoft Gold Partner and AWS Advanced Tier Partner. We are a mature practice with specialized skills across user experience, business analysis, agile development, testing, and more. We love building solutions together as a team.

Job Summary:

Our client is seeking a Front End Developer to join their team! This position is located in Richfield, Minnesota.

Duties:

• Own budget management and allocation
• Perform spend tracking and reconciliation
• Calculate revenue calculations
• Perform invoice generation and adjustments
• Manage integration with payments and finance systems
• Own real-time and near-real-time spend reporting

Desired Skills/Experience:

• 4+ years experience with React.js
• 4+ years experience with GitHub
• 4+ years experience with unit testing
• 3+ years experience with REST APIs
• 2+ years experience with Node.js

Benefits:

• Medical, Dental, & Vision Insurance Plans
• Employee-Owned Profit Sharing (ESOP)
• 401K offered

The approximate pay range for this position starting at $115,000+. Please note that the pay range provided is a good faith estimate. Final compensation may vary based on factors including but not limited to background, knowledge, skills, and location. We comply with local wage minimums.

At KellyMitchell, our culture is world class. We’re movers and shakers! We don’t mind a bit of friendly competition, and we reward hard work with unlimited potential for growth. This is an exciting opportunity to join a company known for innovative solutions and unsurpassed customer service. We're passionate about helping companies solve their biggest IT staffing & project solutions challenges. As an employee-owned, women-led organization serving Fortune 500 companies nationwide, we deliver expert service at a moment's notice.

By applying for this job, you agree to receive calls, AI-generated calls, text messages, or emails from KellyMitchell and its affiliates, and contracted partners. Frequency varies for text messages. Message and data rates may apply. Carriers are not liable for delayed or undelivered messages. You can reply STOP to cancel and HELP for help. You can access our privacy policy at

The Presales Solution Architect (DPE & Data focus) is a critical, customer-facing role responsible for demonstrating the value of our solutions to existing and prospective clients. The Solution Architect acts as a technical expert, working alongside the Randstad Industry Group Sales and Account and Delivery Leadership teams to understand customer needs, design technical solutions, develop cost estimations and present these solutions in a clear, persuasive manner. The ideal candidate is a hands-on technical professional with excellent communication and presentation skills, who can bridge the gap between business requirements and technical capabilities.

What you get to do:

• Present Randstad Digital's solutions and services to clients
• Collaborate with the sales team to conduct in-depth discovery calls and meetings with prospective customers
• Evaluate client Request for Proposal/Information (RFP/RFI) and match against Randstad Digital's core capabilities and industry service provider competitive landscape
• Provide applicable input for client RFP response documents according to RFP submission timelines
• Develop technical proposals, solution architectures, and SOWs (Statements of Work) that clearly outline the proposed solution, its components, and the value
• Collaborate with Risk Management, Legal, and Contract Management teams on client agreements, Statements of Work, and proposals
• Lead or participate in onsite or remote down selection meetings with clients
• Answer technical questions and address concerns from customers, stakeholders, and C-level executives
• Participate in service transition meetings and conduct proper handoff from Sales to Client Delivery teams
• Contribute to the creation of technical content, such as white papers, case studies or project briefs
• Provide thought leadership on technology trends that are relevant to Randstad Digital's clients
• Assist in maturing and developing Randstad Digital service offerings
• Supporting company culture and ensuring timely communication up and down the organization

What you need to bring:

• Minimum of 5 years of experience in a Consulting or Professional Services Organization
• Previous experience developing complex solutions and managed services for clients
• Proven track record of cost estimation and extensive knowledge of pricing methodologies
• 5+ years of experience in a technical role, pre-sales or solution architecture capacity
• Bachelor's degree in Computer Science, Information Technology, or a related technical field preferred
• Proven history of business development success
• Experience presenting to senior management, including C suite Executives

Skills and technical requirements:

• Deep understanding of modern application design, including microservices, serverless architectures, and twelve-factor app methodology across hybrid and multi-cloud environments
• Proven experience designing and implementing scalable solutions using major cloud-native services (e.g., AWS Lambda, Azure Functions, Google Cloud Run) and modern web frameworks
• Expertise in automating the software lifecycle using CI/CD tools (GitHub Actions, Jenkins) and data orchestration tools to ensure seamless code and data deployments
• Strong background in solution design and proposal development for Custom Application Development and Legacy Modernization engagements
• Strong background in designing proposals for Application Managed Services
• Expertise in developing proposals for data engineering services, including master data management (MDM), data quality frameworks, and analytics readiness
• Knowledge in CI/CD pipelines, containerization and orchestration technologies (e.g., Docker, Kubernetes)
• Experience in architecting solutions across a variety of technical stacks (e.g., Java/Spring, Node.js, Python, .NET Core) and frontend technologies (React, Angular, Vue)

*The role focuses on digital product engineering and data, supporting all North American industry groups and requires collaboration with sales and client teams to define solutions, pricing, and proposals. Ideal candidates will have experience with global system integrators.

Salary Range: $118,500.00 - $189,600.00

hackajob on-demand focuses on matching talented contractors like you with organisations seeking specific skills for their projects. We use our platform to connect you with exciting contract opportunities and discuss projects on behalf of the companies we partner with.

Job Title: Sr. Backend Java Developer

Location: McLean, VA - onsite - 5 days/week

Description:

They’re looking for a Senior Backend Developer to join an Agile team responsible for a mission-critical web platform. You’ll work on stabilizing and enhancing existing systems while driving modernization using Java and AWS. This role suits a pragmatic, hands-on engineer who enjoys owning backend systems end-to-end and shaping technical direction in a regulated environment.

What You’ll Do

• Design, build, and maintain backend services using Java and Spring Boot
• Develop and evolve microservices and REST APIs
• Modernize legacy backend components while ensuring system stability
• Design and optimize PostgreSQL schemas and queries. Integrate services with AWS (Lambda, S3, API Gateway, SQS, EventBridge, etc.)
• Apply event-driven and cloud-native patterns to improve scalability and resilience
• Write unit and integration tests and participate in code reviews
• Support production systems, debugging issues, and improving observability
• Collaborate closely with Product, Frontend, QA, and DevOps teams in an Agile environment

What We’re Looking For

• Strong experience with Java and Spring Boot
• Solid understanding of backend architecture, microservices, and design patterns
• Hands-on experience with AWS services Strong SQL skills and experience with PostgreSQL
• Experience working with legacy systems and incremental modernization
• Familiarity with CI/CD pipelines and containerized deployments
• Financial Services or Wealth Management experience is a plus
• Ownership mindset and strong problem-solving skills

Technology Stack Languages & Frameworks: Java 23, Spring Boot 3.x Architecture: Microservices, REST APIs, event-driven systems Database: PostgreSQL Cloud: AWS DevOps: Git, Gradle, Docker, CI/CD Observability: New Relic, Elasticsearch Productivity: GitHub Copilot

Kadence is partnered with a bio x AI company in SF, looking for an Applied Research Scientist, for an on-site, full-time position.

The company is a Seed funded biotech operating at the intersection of molecular biology and machine learning.

What This Team Does:

This group sits between pure theory and production.

They:

• Understand the mathematical frameworks from the fundamental research team
• Implement them into high-performance code
• Optimize models for GPUs
• Scale pretraining
• Improve efficiency of inference and training
• Build the infrastructure for new architectures

They do not focus on biological interpretation, this is a strictly ML role.

Key Responsibilities:

• Implement new architectures from the theory team
• Optimize model code for high-performance training
• Handle model scaling, distributed training, and inference efficiency
• Work closely with the wet lab to ensure tight feedback loops
• Contribute to open-source foundation models and publications

Qualifications:

• Degree in CS, ML, Applied Math, or related
• Strong fundamentals in ML theory, optimization, and deep learning
• Experience building or training models from scratch (not just fine-tuning)
• Experience with PyTorch/JAX
• Strong high-performance computing background
• GitHub showing not mostly Python (C/C++/Julia/etc. is a plus)
• Research pedigree (top schools or top ML teams)

Who Thrives Here:

People who like writing elegant, hardware-aware code, scaling models, and working on fundamental research problems, but with implementation responsibility.

Position: RQ00075 Senior Full Stack Developer--10+ Years exp. required

Location: Rockville, MD or Tysons, VA. Must be able to come on-site for an interview.

Candidates that are Local to DMV area (DC/MD/VA) ONLY.

This role requires a seasoned full-stack developer who can contribute to enterprise-grade financial technology solutions while maintaining the highest standards of code quality and system reliability.

Job details:

Enterprise Development Experience:

• Proven track record of designing and deploying production-grade applications using object-oriented programming principles and database technologies.
• Agile Development Background: Hands-on experience building enterprise-level solutions within iterative development methodologies and Agile frameworks
• Software Engineering Best Practices: Proficiency with industry-standard development practices including automated testing frameworks, continuous integration/deployment pipelines, and configuration management tools

Core Technology Stack:

• Advanced proficiency in Node.js, TypeScript, and JavaScript
• Experience with Angular 16 or later versions for modern web application development, RxJS, Ngx Formly, monorepo architecture
• Quality Assurance & Testing: Ability to develop comprehensive end-to-end tests using Playwright with TypeScript, along with integration and performance testing capabilities
• DevOps & CI/CD: Strong experience implementing continuous integration and deployment workflows using Jenkins and/or GitHub Actions
• Cloud Architecture & AWS Services: Expertise in designing and implementing event-driven architectures leveraging:
• Messaging services (SQS/SNS)
• Serverless computing (AWS Lambda)
• API Gateway, Step Functions
• Data storage solutions (S3, RDS, DocumentDB, DynamoDB)
• Container orchestration (ECS)

Preferred Qualifications: AWS professional certifications

Job Title: Ignition SCADA Developer / Support Engineer

Department: OT / Industrial Automation

Detroit, MI

Full Time

Onsite

Role Overview

Ignition SCADA Developer / Support Engineer in Industrial Automation team. support of real-time industrial dashboards, and operator interfaces using Ignition by Inductive Automation.

HMI/SCADA development, database integration, Documentation, and familiarity with PLC systems and OT networking. This role requires both hands-on technical development and post-deployment support.

Job Descriptions

1. Dashboard & HMI Development

• Design and build high-performance, scalable real-time dashboards using Ignition's Perspective modules.
• Create responsive web-based HMIs for Desktop.
• Utilize templates, tag bindings, scripting, and UDTs for modular and reusable design.
• Develop alarm dashboards, KPI visualizations, production monitoring screens, and operator control interfaces.

2. SCADA Configuration & Deployment

• Set up and configure Ignition Gateways (single and redundant systems), projects, and modules.
• Manage deployment pipelines for Ignition projects in development, staging, and production environments.
• Collaborate with IT/OT to configure OPC-UA, MQTT, and tag providers across distributed systems.
• Implement project versioning, backups, and rollback strategies using Git or Ignition’s project tools.

3. Database & Data Modeling

• Design, query, and optimize SQL databases (PostgreSQL, MSSQL, MySQL) for process data and reports.
• Build dynamic datasets from historical tag data, transactional systems, and ERP/MES interfaces.

4. Scripting & Logic

• Write Python (Jython) scripts for dynamic behavior and data processing.
• Develop Gateway Event and Tag Change Scripts.
• Use Ignition Expression Language and Python for custom logic, bindings, and calculations.

5. Document & Report Generation

• Design and generate project Documentation for HMI and SCADA
• Schedule and deliver reports via email, file export, or shared drives.
• Create compliance reports (batch, downtime, traceability, OEE) integrated with MES or third-party systems.

6. System Support & Maintenance

• Monitor SCADA performance, logs, tag usage, and database performance.
• Troubleshoot and resolve runtime errors, deployment issues, and integration bugs.
• Support Ignition platform.
• Create user guides, SOPs, and technical documentation for all developed solutions

Technical Skills

• Strong expertise in:
• OPC-UA, MQTT, and Modbus protocols
• PLC Integration (Rockwell, Siemens, or equivalent)
• Ignition Gateway configuration and deployment
• Solid understanding of:
• OT network topologies and SCADA architecture
• HMI/SCADA security best practices
• Data historian and time-series data management

Tools & Platforms

• Ignition by Inductive Automation (Core modules, Perspective, Reporting)
• Database Systems: PostgreSQL, SQL Server, MySQL
• Version Control: Git, Bitbucket, GitHub

Cloud Engineer/Architect

TS/SCI

Onsite: National Space Intelligence Center at Wright-Patterson Air Force Base. The address is 4180 Watson Way, Wright Patterson Air Force Base OH, 45433.

Contract Info: Fully Funded, 4 years left on contract

150k-170k/year

We're seeking an experienced Cloud Architect to join a dynamic team.

The primary role of the Cloud Architect is to help develop robust technical solutions and detailed execution plans that align with the center's prioritized IT and data requirements. Daily responsibilities involve carefully evaluating existing data repositories and applications amongst the customers to determine how to consolidate and migrate to more efficient and modern technologies. The responsibility also requires the architect to work closely with the members of the cloud team to refine data, IT, and cloud adoption strategies, ensuring that every piece of technology and every process contributes to our overall mission effectiveness.

In addition, the role also encompasses cybersecurity and security control requirements to safeguard IT infrastructure, lead the deployment of cloud architectures and applications, and continuously assess new technologies that could meet mission objectives. Moreover, the role entails creating comprehensive process documentation, bullet papers, slide presentations, and other relevant materials to support initiatives and maintain uninterrupted mission continuity.

Required

• 7 years of Cloud Engineering/Architect experience
• Bachelor’s degree - IT related
• Technical certification (One or more of CASP/SecurityX, Sec+, CISSP)
• Strong AWS Cloud skills (VPC, IAM, EC2, S3, ECR)
• Containerization/Microservices
• Kubernetes deployments/tools (Pods, Kubectl, Kustomize, Helm)
• Security hardening (Sonarqube, Client Fortify, STIG)
• Strong understanding of DoD environments, processes and common technical infrastructure
• Strong customer communication skills
• Strong understanding of Agile Scrum/Kanban

Preferred

• CICD Pipelines (e.g. Gitlab, GitHub, Bitbucket)
• Visualization dashboard (Promethius, Kibana, Kuma)
• Microsoft Azure Cloud
• Atlassian Suite (Confluence, Jira)
• Bash, Shell scripting
• Remote Connections
• Self-motivated & fast learner

Interview Process: 1 - 2 step interview.

Onboarding timeline: Start date is 2 weeks after accepted offer

Marathon TS is committed to the development of a creative, diverse and inclusive work environment. In order to provide equal employment and advancement opportunities to all individuals, employment decisions at Marathon TS will be based on merit, qualifications, and abilities. Marathon TS does not discriminate against any person because of race, color, creed, religion, sex, national origin, disability, age or any other characteristic protected by law (referred to as "protected status").

Remarks:

Clearance required: TS/SCI

The customer would strongly prefer A STEM related degree of some type. The individual will be working on-site at the National Space Intelligence Center at Wright-Patterson Air Force Base. The address is 4180 Watson Way, Wright Patterson Air Force Base OH, 45433.

The interview will be 1-2 interviews with a start date no longer that 2 weeks following. Contract is fully funded and has at least 4 more years + extension.

Awarded by the Air Force Research Labratory (AFRL’s) Information Directorate (RI), the new award has an estimated value of $406m.

As part of the InSITE contract, the company will be responsible for modernising and advancing the service’s capabilities to gather, share and analyse the intelligence information by leveraging a wide range of artificial intelligence (AI)-based solutions