Limited Availability

Technical Operations & Hire Me

I'm a builder who sees ideas through to shipping. GlycoTrace started as a problem I kept chipping away at until it became a real app on the Play Store. I bring the same persistence to client projects: messy data, stalled processes, half-finished tools.

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Data & Ops Architecture

Specialised in extracting and reconciling fragmented health data. I build the pipelines that turn messy CGM streams into the 'Ground Truth' required for metabolic analysis and actionable insights.

Process Automation

Building functional workflows using Python and automation tools to eliminate repetitive manual tasks and speed up operational delivery.

Pragmatic UX & UI

Designing tools and interfaces that prioritise function and clarity. Reducing the "mental burden" of complex systems through clean, minimalist design.

Proof of Work

What I've actually shipped.

A live Android app on the Play Store, backed by a production Postgres schema. Not a prototype, not a tutorial fork.

23
production tables
21
foreign-key relationships
3
device integrations (Libre, Garmin, OCR)

App backend architecture

Supabase / Postgres. Multi-source ingestion, real-time sync, AI chat history, telemetry, all routed through one identity.

flowchart LR USR(("auth.users")) subgraph LOG["Time-series logs"] direction TB L1["glucose_readings"] L2["food_entries"] L3["exercise_entries"] L4["insulin_entries"] L5["daily_med_logs"] L6["steps_entries"] L7["weight_entries"] L8["wellbeing_logs"] L9["hypo_reflections"] L10["sensor_alarms"] end subgraph SYN["Sync layer"] direction TB S1["pending_sync_items"] S2["user_integrations"] S3["user_heartbeats"] end subgraph AIO["AI & telemetry"] direction TB A1["ai_chat_logs"] A2["search_logs"] A3["app_feedback"] A4["glucoenzyme_events"] end subgraph REF["Food reference"] direction TB R1["foods"] R2["food_units"] R3["master_food_staples"] R4["saved_meals"] end subgraph CFG["Configuration"] direction TB C1["user_settings"] C2["daily_logs"] C3["beta_applications"] end USR --> LOG USR --> SYN USR --> AIO USR --> CFG SYN -->|writes| LOG LOG -.->|references| REF R1 --> R2 L1 -.-> L9
GlycoTrace dashboard
Custom dashboard

User-configurable widgets, glucose-aware layout.

GlycoTrace AI insights
AI insights

Pattern detection across glucose, food, exercise and sleep.

GlycoTrace timeline view
Glucose timeline

Multi-source overlay with manual + sensor correlation.

The Approach

Finish what you started.

I'm not selling consulting packages. I'm the person you bring in when an idea has been sitting half-built for months and you need someone who will keep going until it's actually done.

Building GlycoTrace taught me that most projects don't fail from lack of skill. They fail from lack of follow-through. I bring follow-through.

Skills

Data Engineering Process Automation UX Design Technical Operations

Project Impact

  • Operations Architecture: Automated large-scale onboarding for a major veteran support organisation, eliminating 90% of manual data friction.
  • Data Pipeline: Engineered multi-threaded scrapers for 10k+ entities, feeding high-fidelity databases for sectoral analysis.
  • Functional Design: Built the initial dashboard and sync logic for GlycoTrace, focusing on UX clarity for chronic health.

Got something stuck?

If there's a project you need finished, whether that's data work, automation, or a tool that never quite shipped, I'd like to hear about it.

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