{"schemaVersion":"jobsearcher.job.v1","id":"d4fa3fd15ed3ea2e3009f064","url":"https://jobsearcher.com/jobs/d4fa3fd15ed3ea2e3009f064","canonicalUrl":"https://jobsearcher.com/jobs/d4fa3fd15ed3ea2e3009f064","title":"Software Engineer 1, Full-Stack","description":"Software Engineer, Full-StackLoopTech started in 2024 with a question that kept coming up: why is the distance between what AI can do in a lab and what organizations can use so wide? We set out to close it. Our goal is to create intelligent systems that understand and adapt to human needs. We are a research and development group, part think tank and part engineering shop. We live at the edge of what is possible and work backward toward what is practical.We dig into hard problems, build from what we find, and ship tools that teams can put to work the same week they receive them. LoopTech is part of Cook Medical, a company that operates in regulated industries where precision, privacy, and reliability are requirements. That discipline is in our DNA. Today we ship solutions across conversational AI, medical imaging, and developer experience for organizations that need AI to perform in real work.If you want to turn research into tools people use, and you want the backing of an established medical device company, we would like to meet you! ResponsibilitiesSoftware Development & DeliveryWork as part of a project team to define and document solutions for a variety of software development projectsContribute to all stages of the software development process, ensuring compliance with software development and architectural standards and achievement of documented requirementsUse AI-first development workflows every day, with fluency in coding agents and harnesses (e.g., Claude Code, Codex) and their plugins, skills, extensions and MCP serversReview, verify and manage AI-generated code, agent loops and software factory pipelines, acting as the human in the loop: run the tests and check real behavior before mergeWork within the existing and evolving agentic software development lifecycle (SDLC), in which agents are used throughout developmentWork test-first (TDD) within a CI/CD workflow, applying SOLID and other sound design principlesWork in an Agile team, balancing research and development with production delivery and software qualityFrontend & Application DevelopmentBuild and maintain frontend features for LoopTech web applications, such as course authoring, guided conversations, onboarding, and interactive visualizationsBuild with accessibility and mobile/tablet responsiveness as first-class requirements, not an afterthoughtWork with UX designers to turn Figma designs and interactive prototypes into production-ready, accessible, responsive interfaces, integrated with backend services, APIs and databasesValidate end-to-end functionality across supported browsers, devices and screen sizes; troubleshoot integration issues and fix bugsRefine prototypes based on UX feedback, test results and technical requirements, keeping the application maintainable, performant and ready for deploymentBackend, Data & AI ServicesDesign and extend REST API endpoints and backend services (in Python, Node.js and Rust) that power the student runtime, instructor tooling, and analytics/insights (per-subtopic and per-week mastery tracking)Design, migrate, and maintain databases (PostgreSQL with pgvector, SQLite) and blob/object file storageWork on the document ingestion pipeline, including large-file and multi-format uploads (PDF, PPTX, XLSX, CSV, HTML), chapter/outline splitting, deduplication, embedding generation, indexing, and vector search for retrieval-augmented generation (RAG), including graph RAGExtend these pipelines to build semantic graphs and to transcribe and summarize video and audioIntegrate LLMs through APIs, from hosted providers to self-hosted open models, and real-time voice (LiveKit) to support live, voice-driven Socratic sessionsSecurity, Identity & ComplianceImplement and harden authentication/authorization flows, including OIDC/SSO federation with university and customer login systems, Microsoft Entra ID, role-based access (student / instructor / account admin), and session management across web and mobileSupport FERPA-aligned data handling, including personally identifiable information (PII), privacy-safe audit trails, data classification, and account/role separation, in partnership with the compliance workstreamKeep secrets and student data out of AI tool context, and follow team rules for agent permissionsFollow product safety rules for sensitive student content, such as crisis disclosuresInfrastructure & Release EngineeringContribute to infrastructure and release engineering, including Docker or Podman images, Terraform, Kubernetes/Helm deployments, CI/CD pipelines (GitHub Actions), and coordinated releases across Azure and customer cloud environmentsDocumentation, Maintenance & SupportBootstrap, develop, and maintain current-state documentation and deliverables for solutionsMaintain existing and new software systems to ensure they continue to meet user needsProvide assistance to operational teams to ensure continuity of serviceWork with the Software Engineering community of practice to identify and implement continuous improvement opportunitiesQualificationsRequired: Bachelor's degree in Computer Science or a related field, or equivalent experience of a kind and amount that provides a comparable backgroundGit and GitHub familiarity and hygiene, including pull requests, code review, and GitHub Actions CI18+ months of daily use of AI coding agents and harnesses (e.g., Claude Code, Codex, Pi, OpenCode), with familiarity with agent loops and software factory pipelines, and work or a portfolio you can demonstrateAbility to read AI research and white papers with high comprehensionExperience with retrieval-augmented generation (RAG) or graph RAG (e.g., Docling for ingestion, pgvector for retrieval, or LangChain-style equivalents)Experience building production web applications with TypeScript and React (1+ years, or equivalent projects)Dependency management best practices (e.g., npm or pnpm, uv or pip, Cargo; lockfiles, pinned versions and regular updates)Strong skills in Python, Node.js (TypeScript) and Rust, with REST API design experience (e.g., FastAPI)Working experience with PostgreSQL and SQLite, including schema migrations (e.g., SQLAlchemy, Alembic)Docker or Podman basicsTest-first development (e.g., pytest, Vitest)Data hygiene, including safe handling of secrets and dataAbility to work across frontend and backend within the same feature and to communicate trade-offs clearlyAbility to take UX/UI designs and implement them faithfullyExperience working in an Agile teamProfessional Competencies: Apply excellent analytical and problem-solving skillsCommunicate technical concepts clearly, in writing and verbally, to technical and non-technical audiencesWork and interact effectively and professionally with and for others throughout various levels of the global organizationWork effectively in both collaborative and independent environments with minimal supervisionRemain calm and receptive in fast-paced situationsFluency in Artificial Intelligence (AI) This role requires fluency in Artificial Intelligence (AI) and data concepts, including the ability to critically evaluate AI outputs, improve workflows using approved tools, identify and mitigate bias or inaccuracies, and communicate AI-driven insights clearly and responsibly to peers and managers. Workplace StandardsStrictly adhere to safety requirementsMaintain regular and punctual attendanceMaintain company quality and quantity standardsPerform other duties as assignedPreferred: Experience developing interactive, data-driven interfaces, including dashboards, knowledge maps, and graph or network visualizations using tools such as D3.js. Playwright and accessibility testing (WCAG); responsive interfaces for mobile and tablet devices. Experience integrating real-time media and streaming technologies, such as LiveKit, WebRTC, or WebSockets, into voice or conversational applications. Familiarity with handling personally identifiable information (e.g., FERPA or HIPAA; education or healthcare data).Kubernetes and Helm, including self-hosted clusters (e.g., OpenStack Magnum) alongside managed cloud services. OIDC/SSO and Microsoft Entra ID (MSAL) in multi-role applications. Experience working in startups, EdTech, healthcare technology, or other regulated environments that require close collaboration with institutional partners.[EB3.1]LLM-powered conversational products, including prompt design, multi-agent orchestration, evaluation of response quality, and basic statistics. Self-hosted or open-weight models and OpenAI-compatible model serving. Go as an additional backend language. Mobile or desktop app development (Android, iOS, macOS, Electron).Operating services on Azure; Terraform or other infrastructure as code.","company":"Cook Group","rawCompany":"cook group","city":"Bloomington","state":"IN","isRemote":false,"isActive":false,"createdAt":"2026-11-08T12:04:38.224Z","occupations":[{"code":"15-1252.00","title":"Software Developers","slug":"software-developers"},{"code":"15-1299.08","title":"Computer Systems Engineers/Architects","slug":"computer-systems-engineers-architects"},{"code":"15-1254.00","title":"Web Developers","slug":"web-developers"}],"industries":[{"code":"513210","title":"Software Publishers","slug":"software-publishers"},{"code":"541511","title":"Custom Computer Programming Services","slug":"custom-computer-programming-services"},{"code":"541512","title":"Computer Systems Design Services","slug":"computer-systems-design-services"}],"jobPosting":{"@context":"https://schema.org","@type":"JobPosting","title":"Software Engineer 1, Full-Stack","description":"Software Engineer, Full-StackLoopTech started in 2024 with a question that kept coming up: why is the distance between what AI can do in a lab and what organizations can use so wide? We set out to close it. Our goal is to create intelligent systems that understand and adapt to human needs. We are a research and development group, part think tank and part engineering shop. We live at the edge of what is possible and work backward toward what is practical.We dig into hard problems, build from what we find, and ship tools that teams can put to work the same week they receive them. LoopTech is part of Cook Medical, a company that operates in regulated industries where precision, privacy, and reliability are requirements. That discipline is in our DNA. Today we ship solutions across conversational AI, medical imaging, and developer experience for organizations that need AI to perform in real work.If you want to turn research into tools people use, and you want the backing of an established medical device company, we would like to meet you! ResponsibilitiesSoftware Development & DeliveryWork as part of a project team to define and document solutions for a variety of software development projectsContribute to all stages of the software development process, ensuring compliance with software development and architectural standards and achievement of documented requirementsUse AI-first development workflows every day, with fluency in coding agents and harnesses (e.g., Claude Code, Codex) and their plugins, skills, extensions and MCP serversReview, verify and manage AI-generated code, agent loops and software factory pipelines, acting as the human in the loop: run the tests and check real behavior before mergeWork within the existing and evolving agentic software development lifecycle (SDLC), in which agents are used throughout developmentWork test-first (TDD) within a CI/CD workflow, applying SOLID and other sound design principlesWork in an Agile team, balancing research and development with production delivery and software qualityFrontend & Application DevelopmentBuild and maintain frontend features for LoopTech web applications, such as course authoring, guided conversations, onboarding, and interactive visualizationsBuild with accessibility and mobile/tablet responsiveness as first-class requirements, not an afterthoughtWork with UX designers to turn Figma designs and interactive prototypes into production-ready, accessible, responsive interfaces, integrated with backend services, APIs and databasesValidate end-to-end functionality across supported browsers, devices and screen sizes; troubleshoot integration issues and fix bugsRefine prototypes based on UX feedback, test results and technical requirements, keeping the application maintainable, performant and ready for deploymentBackend, Data & AI ServicesDesign and extend REST API endpoints and backend services (in Python, Node.js and Rust) that power the student runtime, instructor tooling, and analytics/insights (per-subtopic and per-week mastery tracking)Design, migrate, and maintain databases (PostgreSQL with pgvector, SQLite) and blob/object file storageWork on the document ingestion pipeline, including large-file and multi-format uploads (PDF, PPTX, XLSX, CSV, HTML), chapter/outline splitting, deduplication, embedding generation, indexing, and vector search for retrieval-augmented generation (RAG), including graph RAGExtend these pipelines to build semantic graphs and to transcribe and summarize video and audioIntegrate LLMs through APIs, from hosted providers to self-hosted open models, and real-time voice (LiveKit) to support live, voice-driven Socratic sessionsSecurity, Identity & ComplianceImplement and harden authentication/authorization flows, including OIDC/SSO federation with university and customer login systems, Microsoft Entra ID, role-based access (student / instructor / account admin), and session management across web and mobileSupport FERPA-aligned data handling, including personally identifiable information (PII), privacy-safe audit trails, data classification, and account/role separation, in partnership with the compliance workstreamKeep secrets and student data out of AI tool context, and follow team rules for agent permissionsFollow product safety rules for sensitive student content, such as crisis disclosuresInfrastructure & Release EngineeringContribute to infrastructure and release engineering, including Docker or Podman images, Terraform, Kubernetes/Helm deployments, CI/CD pipelines (GitHub Actions), and coordinated releases across Azure and customer cloud environmentsDocumentation, Maintenance & SupportBootstrap, develop, and maintain current-state documentation and deliverables for solutionsMaintain existing and new software systems to ensure they continue to meet user needsProvide assistance to operational teams to ensure continuity of serviceWork with the Software Engineering community of practice to identify and implement continuous improvement opportunitiesQualificationsRequired: Bachelor's degree in Computer Science or a related field, or equivalent experience of a kind and amount that provides a comparable backgroundGit and GitHub familiarity and hygiene, including pull requests, code review, and GitHub Actions CI18+ months of daily use of AI coding agents and harnesses (e.g., Claude Code, Codex, Pi, OpenCode), with familiarity with agent loops and software factory pipelines, and work or a portfolio you can demonstrateAbility to read AI research and white papers with high comprehensionExperience with retrieval-augmented generation (RAG) or graph RAG (e.g., Docling for ingestion, pgvector for retrieval, or LangChain-style equivalents)Experience building production web applications with TypeScript and React (1+ years, or equivalent projects)Dependency management best practices (e.g., npm or pnpm, uv or pip, Cargo; lockfiles, pinned versions and regular updates)Strong skills in Python, Node.js (TypeScript) and Rust, with REST API design experience (e.g., FastAPI)Working experience with PostgreSQL and SQLite, including schema migrations (e.g., SQLAlchemy, Alembic)Docker or Podman basicsTest-first development (e.g., pytest, Vitest)Data hygiene, including safe handling of secrets and dataAbility to work across frontend and backend within the same feature and to communicate trade-offs clearlyAbility to take UX/UI designs and implement them faithfullyExperience working in an Agile teamProfessional Competencies: Apply excellent analytical and problem-solving skillsCommunicate technical concepts clearly, in writing and verbally, to technical and non-technical audiencesWork and interact effectively and professionally with and for others throughout various levels of the global organizationWork effectively in both collaborative and independent environments with minimal supervisionRemain calm and receptive in fast-paced situationsFluency in Artificial Intelligence (AI) This role requires fluency in Artificial Intelligence (AI) and data concepts, including the ability to critically evaluate AI outputs, improve workflows using approved tools, identify and mitigate bias or inaccuracies, and communicate AI-driven insights clearly and responsibly to peers and managers. Workplace StandardsStrictly adhere to safety requirementsMaintain regular and punctual attendanceMaintain company quality and quantity standardsPerform other duties as assignedPreferred: Experience developing interactive, data-driven interfaces, including dashboards, knowledge maps, and graph or network visualizations using tools such as D3.js. Playwright and accessibility testing (WCAG); responsive interfaces for mobile and tablet devices. Experience integrating real-time media and streaming technologies, such as LiveKit, WebRTC, or WebSockets, into voice or conversational applications. Familiarity with handling personally identifiable information (e.g., FERPA or HIPAA; education or healthcare data).Kubernetes and Helm, including self-hosted clusters (e.g., OpenStack Magnum) alongside managed cloud services. OIDC/SSO and Microsoft Entra ID (MSAL) in multi-role applications. Experience working in startups, EdTech, healthcare technology, or other regulated environments that require close collaboration with institutional partners.[EB3.1]LLM-powered conversational products, including prompt design, multi-agent orchestration, evaluation of response quality, and basic statistics. Self-hosted or open-weight models and OpenAI-compatible model serving. Go as an additional backend language. Mobile or desktop app development (Android, iOS, macOS, Electron).Operating services on Azure; Terraform or other infrastructure as code.","datePosted":"2026-11-08T12:04:38.224Z","dateModified":"2026-11-08T12:04:38.224Z","hiringOrganization":{"@type":"Organization","name":"Cook Group","sameAs":"https://jobsearcher.com"},"jobLocation":{"@type":"Place","address":{"@type":"PostalAddress","addressLocality":"Bloomington","addressRegion":"IN","addressCountry":"US"}},"identifier":{"@type":"PropertyValue","name":"JobSearcher","value":"d4fa3fd15ed3ea2e3009f064"},"url":"https://jobsearcher.com/jobs/d4fa3fd15ed3ea2e3009f064"}}