Skip to content

Work

9 projects

Client systems and personal work. Client projects are described generically — the architecture, decisions and trade-offs are real; the client is not identified.

Machine Learning & Data Science

2 projects lead with this

Feature engineering, supervised modelling, time series, NLP and vision classification, and the evaluation methodology that proves any of it worked.

  1. Demand Forecasting Platform

    Role
    Sole author — time-series ML and MLOps
    Domain
    Machine Learning & Data Science
    Stack
    Python · LightGBM · ARIMA / ARIMAX
    Result
    ~4M order rows processed

  2. Sarcasm Detection Model

    Role
    Sole author
    Domain
    Machine Learning & Data Science
    Stack
    Python · scikit-learn · pandas
    Result
    85% held-out test accuracy

Generative AI & LLMs

3 projects lead with this

Prompt design, multimodal reasoning over text and images, structured output, output validation, and evaluating whether a generative system is actually correct.

  1. Livery Design AI

    Role
    Owner — AI pipelines and all prompt engineering
    Domain
    Generative AI & LLMs
    Stack
    Python · FastAPI · Anthropic Claude
    Result
    ~75s livery composition pipeline

  2. Case Intelligence Backend

    Role
    Primary developer and top committer
    Domain
    Generative AI & LLMs
    Stack
    Python · Flask · RabbitMQ
    Result
    ~160s case summarization

  3. Conversational Analytics Agent

    Role
    Sole developer
    Domain
    Generative AI & LLMs
    Stack
    Python · Flask · Google Gemini
    Result
    343 learned query patterns

Data & Document Intelligence

2 projects lead with this

OCR, parsing, classification, entity and clause extraction, confidence gating, and validation — including deciding what a human still needs to see.

  1. Document Classification & Routing

    Role
    Lead developer
    Domain
    Data & Document Intelligence
    Stack
    Python · FastAPI · AWS Textract
    Result
    ~93% routing accuracy

  2. Multi-Tenant Contract Extraction

    Role
    Sole author — prompt, API, security and database
    Domain
    Data & Document Intelligence
    Stack
    Python · FastAPI · Anthropic Claude
    Result
    ~88% field extraction accuracy

Automation & Agents

2 projects lead with this

Workflow orchestration, event-driven triggers, multi-step agents, and the retry and idempotency logic that keeps them trustworthy.

  1. Lettings Automation Platform

    Role
    Built the entire system end to end
    Domain
    Automation & Agents
    Stack
    Python · Flask · Playwright
    Result
    ~25/day enquiries automated

  2. Automation & Agent Portfolio

    Role
    Sole builder
    Domain
    Automation & Agents
    Stack
    n8n · Retell AI · ElevenLabs
    Result
    ~30 automation workflows