Michal Kaszubskikaszub.ski

Contents · September 2026 edition

Work

Seven case studies across research, products and experiments, in volume order.

Showing 7 of 7 entries

  1. 01 · Research · 2025 to 2026

    MIQA: geometric distortion in prostate DWI

    Automated detection of geometric distortion in prostate diffusion-weighted MRI, and an investigation into why the most accurate model was the worst at recognising its own mistakes.

    ResultA three-seed DenseNet-121 ensemble reached mean AUROC 0.819 (SD 0.049 across five patient-level folds); a heterogeneous nine-model ensemble kept 83.6% accuracy on the 70% of cases it retained in a retrospective triage simulation.

    Read the case study: MIQA: geometric distortion in prostate DWI

    • Research evidence
    Role
    MSc thesis researcher
    Status
    Retrospectively validated proof of concept
    Stack
    PyTorch · DenseNet-121 · ResNet-18/50 · EfficientNet-B0 · Deep ensembles
    Inspect
    Code on GitHub, MIT licence (external link)

  2. 02 · Products · 2024 to present

    NeuralTake

    The AI consultancy I founded in London in 2024, through which I have signed and delivered more than £5,000 of B2B AI software and consultancy work and shipped a production SaaS used by about 50 business users.

    ResultMore than £5,000 in signed B2B contracts, delivered; a production SaaS (AI Zuzi) with about 50 business users; a client platform taken from prototype to production with a zero-data-loss live migration.

    Read the case study: NeuralTake

    • Production deployment
    • Commercial validation
    Role
    Founder and AI engineer
    Status
    Active; figures are signed contracts, not revenue
    Stack
    Django · React · PostgreSQL · Stripe · Seven platform integrations
    Inspect
    neuraltake.com (external link)

  3. 03 · Products

    NeuralKite

    A live product that maps private companies in fragmented UK sectors, scores them against an acquisition thesis and produces decision-ready dossiers; built for people who buy companies, and relevant to AI, private-equity and finance-oriented employers.

    ResultDeployed and publicly accessible at neuralkite.com, with sign-in and demo booking; customer and usage figures are not published.

    Read the case study: NeuralKite

    • Production deployment
    Role
    Product design and engineering
    Status
    Live product; customer and usage figures not published
    Stack
    Next.js · TypeScript · Prisma · PostgreSQL · NextAuth
    Inspect
    neuralkite.com (external link)

  4. 04 · Products

    ChefBot

    A GPT-based assistant that helps people make meals from sparse fridge or pantry inputs; I designed the retrieval, prompt logic and multi-step tool flows and iterated the experience from usage patterns and user feedback.

    ResultLive link and usage figures pending verification; no metrics are published until they can be checked.

    Read the case study: ChefBot

    Evidence: pending verification

    Role
    Designer of retrieval, prompt logic and tool flows
    Status
    Live link and usage figures pending verification
    Stack
    GPT (OpenAI GPTs) · Retrieval · Prompt logic · Multi-step tool flows

  5. 05 · Research · 2026

    RSNA Knee Abnormality Detection

    An ongoing entry to the 2026 RSNA Knee Abnormality Detection competition on Kaggle: multimodal knee-MRI classification in which only 58 of 4,407 training studies carry gold labels, so free-text radiology reports have to do the labelling.

    ResultOngoing as of 15 September 2026, with about a month to go; no medal, leaderboard position or result to report.

    Read the case study: RSNA Knee Abnormality Detection

    • Public benchmark
    Role
    Competitor: data engineering, modelling and training
    Status
    Ongoing; no result yet
    Stack
    PyTorch · timm · BiGRU · Attention pooling · DistributedDataParallel
    Inspect
    Competition on Kaggle (external link)

  6. 06 · Experiments · 2026

    Cash Nova

    A fictional producer I created to explore generative music as a creative medium: six albums and 52 tracks on ElevenMusic in 2026, with platform discovery and playlist placement for the work.

    Result52 tracks across six albums and 97 followers on ElevenMusic (15 September 2026); tracks received platform discovery and playlist placement.

    Read the case study: Cash Nova

    • Creative experiment
    • Audience reach
    Role
    Creator and producer
    Status
    Active
    Stack
    ElevenMusic · Generative music · Artist identity · Album artwork
    Inspect
    Listen on ElevenMusic (external link)

  7. 07 · Experiments · 2026

    CleverFacts and Ogarnik

    The same short-form educational format adapted for English and Polish audiences with translation and expressive dubbing, and what the asymmetric results say about which concepts travel between markets.

    ResultNearly 720,000 combined views across the English and Polish channels, with approximately 1,000 subscribers on each (15 September 2026); views, not unique viewers.

    Read the case study: CleverFacts and Ogarnik

    • Audience reach
    Role
    Creator: format, adaptation and distribution
    Status
    Active
    Stack
    Translation · Expressive dubbing · YouTube Shorts · Format testing
    Inspect
    CleverFacts on YouTube (external link)