Base Layer Labs portfolio layer
Products and collaboration live at baselayerlabs.dev. This page is the proof layer for data systems, full-stack delivery, and applied AI outcomes.
Data systems, full-stack products, applied AI
MS Data Science (7/12) · Solo engineering studio · Remote US
Website · GitHub · LinkedIn · Contact
- Data systems, full-stack products, applied AI
- Impact at a glance
- Studio Command Center
- Open source and repos
- Featured case studies
- Full-stack spectrum
- Three surfaces
- Skills at a glance
- About and contact
Impact at a glance
7/12 MSDS courses complete
6x A Consecutive A grades
100/100 Multi-model R pipeline
Flagship proof: GhostStack (live) and TradeFolio (in development) demonstrate end-to-end product and platform execution.
Studio Command Center
Scan projects by pillar, then open case studies for technical depth.
Project | Highlight | Stack | Card Summary | GitHub Repo | Case Study Link | Status | Pillar | Featured Image | Live Link | StackLayer |
|---|---|---|---|---|---|---|---|---|---|---|
End-to-end MLOps loop design bridging data engineering and model operations. | MLOps | Designed | AI/Infra | ModelDeploy | ||||||
Serverless productivity stack converting call notes to structured end-of-day reports. | Cloudflare WorkersHonoD1TypeScript | Live | Dev | APIDeploy | ||||||
Monorepo with Expo mobile client and NestJS GraphQL backend. | React NativeExpoNestJSGraphQLTypeScriptPostgreSQL | In Dev | Dev | SchemaAPIMobile | ||||||
Four-machine segmented lab architecture for data, AI, and infrastructure workloads. | MLOpsPostgreSQL | Designed | AI/Infra | DeployModel | ||||||
Integration architecture proposal with ETL flow and system design deliverables. | SQLPostgreSQL | Coursework | Data | SchemaAPI | ||||||
100/100 across logistic regression, decision trees, neural nets, and text mining. | R | Coursework | Data | Model | ||||||
Engineering studio site presenting products, platform, and mission. | TypeScript | Live | Dev | Deploy | ||||||
Relational modeling, business rules, and analytical schema design. | SQLPostgreSQL | Coursework | Data | Schema |
Open source and repos
Curated code artifacts from the Studio Command Center.
GitHub profile: github.com/davidlwilson2021
Project | Pillar | Status | Highlight | GitHub Repo | Live Link |
|---|---|---|---|---|---|
Dev | Live | Serverless productivity stack converting call notes to structured end-of-day reports. | |||
Dev | In Dev | Monorepo with Expo mobile client and NestJS GraphQL backend. |
Featured case studies
Full-stack spectrum
Schema DSC530
API TradeFolio · GhostStack
Mobile TradeFolio
Model Wk 6 R pipeline
Deploy Antsle MLOps
Projects in Studio Command Center are tagged with StackLayer so this flow stays visible end-to-end.
Three surfaces
Surface | What it shows | Link |
Applied data science | MSDS case studies and validated outcomes | |
Products | GhostStack (Live), TradeFolio (In Dev) | |
Applied data science | MSDS case studies and validated outcomes | |
Platform and infra | Edge deploy, home-lab MLOps direction |
We design PostgreSQL schemas, GraphQL contracts, validation layers, and mobile clients as one continuous system.
Skills at a glance
Core tools used across portfolio work:
- Languages: R, Python, SQL, TypeScript
- Backend and API: NestJS, GraphQL, PostgreSQL
- Mobile: React Native, Expo
- Infra and AI: Cloudflare Workers, D1, MLOps
About and contact
Dave Wilson is an MS Data Science candidate (Dec 2026), full-stack developer, and builder at Base Layer Labs.
Mission: Complex systems should be designed end-to-end, not assembled from defaults.
Primary contact path: baselayerlabs.dev/contact