16.07.2026 aktualisiert

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AI Solution Architect & Forward Deployed Engineer | LLM · RAG · MCP · Cloud-Architektur

Berlin, Deutschland
Nur Remote
Berlin, Deutschland
Nur Remote

Profilanlagen

INTRO26_EN.pdf
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Über mich

Ich bin Jack Schmidt – AI Solution Architect & Forward Deployed Engineer mit 10+ Jahren Erfahrung. Ich baue produktionsreife AI-Systeme (LLM, RAG, KI-Agenten, MCP) und Cloud-Datenplattformen – von der Architektur bis zum Betrieb – und modernisiere komplexe Web-Plattformen mit Nuxt und Next.js.

Skills

AI AgentsRAGOpenAILangChainSupabaseKünstliche IntelligenzAmazon Web ServicesAmazon S3ArchitekturAutomatisierungTest AutomationSaasCloud ComputingDatenbankenContinuous IntegrationData ArchitectureETLDevOpsAmazon DynamoDBGitHubISO / IEC 27001PostgreSQLMachine LearningNode.jsNext.jsShopifySolution ArchitectureTypeScriptWeb-PlattformenWorkflowsChatbotsReact.jsLarge Language ModelsExpress.jsPrompt EngineeringVue.jsData LakePlaywrightCloudflareMachine Learning OperationsDSGVOServerless ComputingDockerMicroservices
Welcome to my profile

I'm an AI Solution Architect and Forward Deployed Engineer. I help organizations translate complex technical challenges into production-ready AI systems and data platforms, from discovery and architecture decisions through implementation and stable operation.

My foundation is 10+ years of fullstack product engineering. Today my work goes further: I embed generative AI directly into products and into the way teams work, from Retrieval-Augmented Generation (RAG) assistants and LLM-powered semantic search to autonomous AI agents and MCP servers.

Typical challenges I solve as an AI Solution Architect
- AI enablement: LLM integration, RAG systems, semantic search, vector databases (pgvector), AI agents, Model Context Protocol (MCP)
- Data platform design: ETL pipelines (Dagster), data warehouses, cloud-native architecture (AWS, Cloudflare, Supabase)
- Large-scale migrations (Vue 2 → 3, Nuxt 2 → 3, legacy stacks → modern TypeScript & serverless)
- Multi-tenant SaaS and enterprise integrations with security & compliance in mind (GDPR, ISO 27001, SOC 2)
- Headless commerce transformations (Shopify, MACH architecture)

My approach
- Architecture first — mapping the current landscape and designing scalable, future-proof patterns
- AI-native delivery — LLMs, vector databases, prompt engineering and evaluation suites for features that learn and adapt
- Iterative delivery — short, value-focused sprints with CI/CD and automated testing (Playwright, Vitest, GitHub Actions)
- Enable & empower — coaching teams on AI-native workflows so capability remains long after I leave

As a Forward Deployed Engineer I work at the interface between business and engineering, embedded with the client, deep in the product, with clear ownership of outcome and operation.

Open source & writing I maintain anchored (github.com/chafoo/anchored), an open-source framework for specification-driven verification of AI-generated code, and write about AI-assisted software engineering — e.g. "The Missing Half of Trust in AI Coding" on dev.to. Verifying and trusting AI output is, in my view, the core engineering challenge of the coming years.

Technology stack
I pick the stack to fit the problem, not the other way around. My base is the TypeScript ecosystem, extended by whatever solves the task best.
- AI & Data: OpenAI, LLM, RAG, AI agents, MCP, LangChain, Vercel AI SDK, embeddings, semantic search, pgvector, Supabase, PostgreSQL, ETL, data warehousing
- Frontend & Delivery: TypeScript, Nuxt/Vue, Next.js/React, Astro, TanStack, Node.js, Deno, Hono, Express
- Cloud & DevOps: AWS (Lambda, S3, Bedrock), Cloudflare, Vercel, Netlify, Docker, CI/CD
- Commerce: Shopify (Headless), Contentstack, MACH architecture

What I value
I love partnering with organizations that have ambitious ideas and want to move fast on high quality. Multilingual, culturally diverse environments are my home turf.

Do you have an AI challenge or a migration in mind?

Sprachen

DeutschMutterspracheEnglischverhandlungssicher

Projekthistorie

Forward Deployed Engineer — Global Data Platform

Philips Sound (www.philips.com)

Sonstiges

1000-5000 Mitarbeiter

Embedded with Philips Sound to design and build a global data platform for aggregating, processing and analyzing international social media data — from architecture decisions through production operation. Owned the end-to-end solution architecture: robust ETL pipelines built with Dagster, a PostgreSQL data warehouse structured for reporting and analytics, and cloud infrastructure on Cloudflare. Developed a central MCP server with a lightweight Hono backend, giving international teams secure, unified and AI-ready access to company data.

Achievements
Architected and delivered a production-ready global data platform as a single source of truth for international teams. Built scalable ETL pipelines (Dagster) and a PostgreSQL data warehouse for analytics and reporting. Developed a central MCP server on Cloudflare enabling secure, controlled and AI-ready data access. Established the foundation for AI-powered analytics and reporting workflows across the organization.

Skills
Dagster, PostgreSQL, Cloudflare, Hono, MCP, TypeScript, ETL, Data Warehousing, OpenAI, Data Engineering, Cloud Architecture

Founder & Platform Architect — AI SaaS Platform

www.comie.ai (Personal Project)

Internet und Informationstechnologie

< 10 Mitarbeiter

Built comie.ai from scratch as a solo venture: a multi-tenant SaaS platform providing embeddable AI widgets for e-commerce websites — combining my two core fields, e-commerce and applied AI. Designed and implemented the complete architecture independently: Next.js frontend with the Vercel AI SDK, Supabase as central backend with PostgreSQL and pgvector as vector database for semantic retrieval (RAG), OpenAI for context-aware AI interactions, and a fully functional subscription and billing system via Stripe. Deployed on Vercel.

Achievements
Designed and shipped a production-ready multi-tenant SaaS platform end-to-end without a team. Built embeddable AI widgets consumable by third-party e-commerce sites. Implemented RAG-based, context-aware responses via OpenAI and pgvector similarity search. Implemented a complete subscription and billing flow with Stripe.

Skills
Next.js, TypeScript, Supabase, PostgreSQL, pgvector, RAG, Vercel AI SDK, OpenAI, Stripe, Multi-Tenant SaaS, Vercel

Technical Product Architect & Design Lead — Commerce Redesign

Philips Sound (www.philips.com)

Sonstiges

1000-5000 Mitarbeiter

Solo engagement with end-to-end technical ownership of the international e-commerce platform redesign for Philips Sound. Acted as the technical bridge between the Philips brand team, the agency and external development partners. Owned concept, UI/UX and the full high-fidelity design, and built a scalable design system in Figma as the architectural foundation for implementation — including project steering from structure through developer handover, without a dedicated design team.

Achievements
Carried technical and conceptual ownership of an international commerce platform redesign as a solo engagement. Built a scalable design system and component library in Figma as the basis for implementation. Aligned three stakeholder groups (brand team, agency, external developers) on one clear technical direction.

Skills
Figma, Design Systems, System Design, Architecture Governance, Stakeholder Management, E-Commerce

Forward Deployed Engineer — Shopify Headless Migration

www.transa.ch

Sonstiges

250-500 Mitarbeiter

Embedded in a small team to deliver the migration of Transa's shop backend to a scalable Shopify Headless architecture — a complete system migration in an end-to-end TypeScript environment. Orchestrated multiple systems into one coherent commerce platform: Dato CMS for content management, Algolia as search engine, Netlify for hosting and Netlify Blobs for storage. Developed several custom Shopify apps to extend platform capabilities and guarantee consistent data flows across all systems.

Achievements
Delivered a complete backend migration to Shopify Headless while the shop remained in operation. Developed multiple custom Shopify apps for platform extensions and new features. Unified CMS, search and hosting (Dato CMS, Algolia, Netlify) in a single TypeScript codebase.

Skills
Shopify Headless, TypeScript, Dato CMS, Node.js, Algolia, Netlify, E-Commerce, System Migration

Forward Deployed Engineer — AI Retrieval Platform

www.gleans.me

Internet und Informationstechnologie

< 10 Mitarbeiter

Partnered directly with the founder to take gleans.me — a cloud-native platform for semantic search, automated summarization and insight generation — to its public-beta milestone. Designed the cloud-native architecture on Supabase (PostgreSQL, Row Level Security, Edge Functions), built the React + TypeScript frontend and integrated OpenAI APIs for summarization, tagging and insight generation. Implemented pgvector similarity search enabling fast semantic retrieval across millions of notes, with multi-tenant security and GDPR-oriented data architecture.

Achievements
Took an AI retrieval product from concept to public beta as the technical lead alongside the founder. Implemented semantic search at scale (pgvector) across millions of notes. Designed a multi-tenant, GDPR-compliant data architecture with Row Level Security. Built the production RAG pipeline: embeddings, retrieval, summarization and tagging with OpenAI.

Skills
Supabase, PostgreSQL, pgvector, RAG, Semantic Search, OpenAI, React, TypeScript, Deno, RLS, GDPR

Technical Engineer — Real Estate Platform Consolidation

SMG Swiss Marketplace Group (Homegate.ch / ImmoScout24.ch)

Sonstiges

1000-5000 Mitarbeiter

Supported the consolidation of Switzerland's two largest real estate platforms, Homegate.ch and ImmoScout24.ch, into a unified Vue.js solution — a migration on live, business-critical systems. Designed and developed a custom SSR microservice architecture deployed on AWS Lambda. Implemented a map-drawing feature for real estate search and later took full ownership of migrating the microservice from Vue 2 to Vue 3 while maintaining ongoing operations.

Achievements
Built a scalable SSR microservice architecture on AWS Lambda for two high-traffic platforms. Designed and shipped a map-drawing feature for real estate visualization. Owned the Vue 2 → Vue 3 migration of a business-critical microservice with zero downtime. Deep production experience with AWS, Datadog, Sentry and Vite.

Skills
Vue.js, Node.js, Vite, AWS Lambda, Datadog, Sentry, JavaScript, SSR, Microservices

Technical Consultant & Integration Engineer — Headless Commerce (MACH)

SPAR Business Services GmbH

Internet und Informationstechnologie

1000-5000 Mitarbeiter

Embedded with SPAR Austria to replace a legacy Hybris shop with a modern Nuxt.js SSR application in a monorepo, following MACH architecture principles. Owned architecture decisions for multi-language content (Contentstack), backend API communication and the Vue Storefront middleware layer. Designed and implemented Contentstack webhooks and extensions, supported the backend-for-frontend (Express.js) setup, delivered the alpha version of the shop and contributed to CI/CD and server instance setup. Documented key architecture decisions (ADRs) for content and product information services.

Achievements
Drove architecture decisions for the Hybris → MACH commerce transformation of a major retailer. Designed and implemented Contentstack webhooks and extensions for multi-language content. Delivered the alpha version of the new shop and set up CI/CD foundations. Documented ADRs for content and product information services.

Skills
Nuxt.js, Vue.js, TypeScript, Contentstack, Hybris, Express.js, MACH, Headless Commerce, CI/CD, SAP, Azure, Docker, Jest

Integration Engineer — Headless Commerce Replatforming

Emma Matratzen GmbH (Emma Sleep)

Internet und Informationstechnologie

500-1000 Mitarbeiter

Joined Emma Sleep — one of Europe's fastest-growing D2C brands — to replace a legacy Magento shop with a Nuxt.js static site generation (SSG) shop following MACH architecture principles. Built the My-Account section in a greenfield Nuxt.js project, developed integrations for commercetools, Contentstack and tracking tools, and supported the custom CI/CD pipeline deployment to AWS while optimizing the monorepo platform.

Achievements
Built the complete My-Account section in a greenfield Nuxt.js project. Developed core integrations for commercetools and Contentstack. Supported custom CI/CD pipeline deployment to AWS.

Skills
Nuxt.js, Vue.js, TypeScript, commercetools, Contentstack, MACH, Headless Commerce, AWS, Docker, Figma

Frontend Engineer — Booking Platform

Dibooq GmbH

Internet und Informationstechnologie

10-50 Mitarbeiter

Short, focused engagement supporting a beta-phase Nuxt.js booking platform with GraphQL integrations and a Laravel backend. Designed and implemented a complex booking calendar and enhanced the Apollo GraphQL API integration, contributing framework best practices along the way.

Achievements
Designed and implemented a complex booking calendar under beta-phase time pressure. Enhanced the GraphQL (Apollo) API integration.

Skills
Nuxt.js, TypeScript, Apollo GraphQL, JavaScript, Git, Docker

Frontend Engineer — Platform Rebuild

Kitchen Stories

Sonstiges

50-250 Mitarbeiter

Led the replacement of Kitchen Stories' legacy custom-SSR Vue.js frontend with a new Nuxt.js SSR platform hosted on AWS — inside a UX-driven, rapidly growing product organization. Rebuilt the website from the ground up, set up a private component library and implemented a translation service with Lokalise. Worked closely with designers in a UX-driven environment and supported the hiring process during the company's rapid growth.

Achievements
Built and deployed a new Nuxt.js SSR platform replacing a legacy Vue.js solution. Developed a private component library and a Lokalise-based translation service. Extensive production experience with AWS EC2, CI/CD and testing (Jest, Vue Test Utils). Supported team scaling by participating in the hiring process.

Skills
Nuxt.js, Vue.js, TypeScript, JavaScript, Lokalise, AWS, CI/CD, Jest, Express.js, Figma, SCSS, BEM, Scrum, Docker

Frontend Engineer — E-Health Platform

Vilua Healthcare GmbH (für Techniker Krankenkasse)

Pharma und Medizintechnik

50-250 Mitarbeiter

Developed an e-health coach platform for Techniker Krankenkasse, Germany's largest public health insurer — with a focus on multi-language support, responsive design and therapy pipelines in a regulated healthcare environment.

Achievements
Delivered key platform features in close collaboration with backend teams. Improved SVG and CSS support for legacy browsers to meet broad accessibility requirements.

Skills
Angular, TypeScript, JavaScript, Contentful, Git

Full-Stack Engineer — Multi-Platform Dashboard

Mankominus GmbH (Groe)

10-50 Mitarbeiter

Independently designed and built a dashboard connecting multiple business platforms — Monday.com for product management, ZohoCRM for customer management and various other services — end to end. Created backend endpoints with Express.js and MongoDB, designed the interface in Adobe XD and implemented the frontend as a Vue.js SPA.

Achievements
Delivered a fully functional multi-service integration dashboard solo. Owned design, backend and frontend end to end.

Skills
Vue.js, Express.js, MongoDB, JavaScript, SCSS, API Integration, Git

Full-Stack Engineer — Custom CRM Platform

Leanovations GmbH

Banken und Finanzdienstleistungen

10-50 Mitarbeiter

Developed a custom CRM and intranet system inspired by Bitrix24 for a financial services environment. Implemented REST APIs using the Slim Framework (PHP), built the frontend with Nuxt.js and handled server management and security using Cloudflare.

Achievements
Built a business-critical custom CRM/intranet system end to end. Professional REST API development and early Nuxt.js production experience. Server management and security hardening with Cloudflare.

Skills
Nuxt.js, JavaScript, PHP, MySQL, Cloudflare, REST APIs, Git

UI/UX Designer & Frontend Developer — CRM Redesign

Aveon GmbH

Banken und Finanzdienstleistungen

10-50 Mitarbeiter

Redesigned a self-hosted Vtiger CRM in a modern material-design style — the engagement where design and engineering first merged in my work. Worked closely with developers to validate design feasibility and gradually took on frontend development tasks, laying the foundation for my design-driven engineering approach.

Achievements
Redesigned the CRM into a modern, user-friendly interface. Transitioned from pure design into hands-on frontend development.

Skills
Adobe Creative Suite, PHP, JavaScript, HTML, CSS, Vtiger, UI/UX

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