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Hook12aaa/README.md
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What I'm working on :)

CamEvents.org - Aggregates 25 sources of startup, innovation and research events across Cambridge into one filterable page. Zero cost, zero accounts reached 1000+ Users.

CozyGrids.com - Converts images into printable craft patterns (cross-stitch, knitting, diamond painting, crochet, embroidery) with a full editor and PDF/machine export. CIELAB colour science.

PuzzleDojo - Solves all 7 LinkedIn daily puzzles from a screenshot. Browser-side computer vision (OpenCV WASM), constraint propagation, Algorithm X, and BGE embeddings.

ModelTrainer - Claude Code plugin for autonomous supervised ML training (datacheck, hypothesis, parallel experiments in git worktrees, two-stage reviewe pipeline, X-Ray dashboard). Execute-Don't-Eyeball methodology.

Runbug - Claude Code plugin that lets the agent drive frontend dev servers by accessibility role/name (not CSS selectors), replacing Playwright in the inner debug loop with three channels. A prexisting plugin i made now open sourced :)


🏢 Previously

AstraZeneca - joined on a degree apprenticeship. Built drones, IoT and computer vision PoCs. Consulted on AI workflows for global commercial teams. Lead multiple hackathons inlcuding one with Google, Microsoft, Nvidia & Intel. Core team on the Enterprise GenAI programme that trained 10,000+ employees, it won multiple awards such as Gold awards at The Learning Awards 2025. Scaled the TH!NK neurodiversity ERG from ~20 members to 400+ across 9 countries with 3,000+ wider community .


🏆 Kaggle Competitions..

Repo Competition Approach
Kaggle_NFL Big Data Bowl 2026 Encoder-Decoder LSTM with attention, frame-by-frame player displacement prediction
HF_kaggle Playground S6E2 - Heart Disease XGBoost + CatBoost 50/50 blend, 7-seed averaging
titanic_LightGBM_Bayesian Titanic Bayesian-tuned LightGBM, 50-iter scikit-optimize, 5-fold CV

GitHub Stats

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  1. puzzle-solvers puzzle-solvers Public

    Solver, generator, and web app for 7 LinkedIn puzzle games. Constraint propagation, exact cover, Tarjan's bridges, backbite algorithm, OpenCV vision pipeline

    Python

  2. personal personal Public

    A radically simplified, experimental portfolio project. This version is a clean slate: minimal, fast, and focused on custom code: no templates, no bloat, just a direct showcase of my front-end skil…

    JavaScript

  3. HF_kaggle HF_kaggle Public

    This is my first time using the XGBoost + CatBoost blend approach, but I wanted to give it a go and see if we can score higher on this exercise to find what features work best. It was difficult but…

    Python

  4. model-trainer model-trainer Public

    Skill-driven autonomous ML model training for Claude Code. Hypothesise, design experiments, train, review, and report with Execute-Don't-Eyeball methodology.

    JavaScript 2