EXP_01 :: ppe-detection
OBJECT DETECTION
Site Safety Detection
A fine-tuned YOLO detector that picks out people and their safety equipment on construction sites — helmets, hi-vis vests, gloves — and flags when someone is working without them.
SECTOR 07 — RESEARCH
THE LAB_
From-scratch AI research, run on my own hardware. Small generative models taken apart and put back together — each experiment ships an illustrated explainer, and most come with a hands-on demo you can poke at in the browser.
capyos terminal — sector 07
capy@lab:~$ ls -la /lab
total 6
d-w-r--r-- capy research 2026-07-31 ppe-detection/ [in progress]drwxr-xr-x capy research 2026-07-27 vector-world/ [interactive]drwxr-xr-x capy research 2026-07-26 outpaint/ [interactive]d-w-r--r-- capy research 2026-07-25 terramind-flood/ [in progress]d-w-r--r-- capy research 2026-07-22 diffusion/ [in progress]d-w-r--r-- capy research 2026-07-10 llm-maker/ [in progress]capy@lab:~$
EXP_02 :: vector-world
GENERATIVE GEOGRAPHY
Vector World
An illustrated atlas of a generative model that writes geography as a program — a 33.7M-parameter transformer expanding a map one 500 m tile at a time, with continuity across every shared edge enforced by contract rather than hoped for. Grow a world yourself inside the page.
EXP_03 :: outpaint
EXP_04 :: terramind-flood
EARTH OBSERVATION
TerraMind Flood Mapping
Flood segmentation from Sentinel-1 SAR with the TerraMind foundation model, fine-tuned on Sen1Floods11. A staged weak-label pipeline, real IoU numbers — and an honest look at why 4,160 free labels made things worse out of distribution.
EXP_05 :: diffusion
IMAGE GENERATION
Diffusion From Scratch
A DDPM trained on CIFAR-10 in ~250 lines of plain PyTorch — 18.7M-parameter U-Net, linear noise schedule, DDIM sampler, EMA weights — plus an ONNX export verified against PyTorch for in-browser WebGPU inference.
EXP_06 :: llm-maker
LANGUAGE MODELS
LLM Maker
Training a language model from scratch on a single GPU — tokenizer, architecture, multi-hour resumable training runs, and what the loss curve actually teaches you.
// 6 experiments logged — more are compiling. build notes live in the wiki ▸