Ebenworks
AI & ML interests
AI for the people who run the world. Ten languages, live on two continents.
Recent Activity
Papers
CW-BASS v2: Saturation-Aware Pseudo-Label Selection for Semi-Supervised Segmentation under Foundation-Model Teachers
PixCon: Clean-Positive Contrastive Learning for Foundation-Model Semi-Supervised Segmentation
AI for the people who run the world. The AI product company for the real economy.
Ebenworks is an AI product company for the people who keep the world running: the shop owner, the nurse, the family carer, the contractor, the organiser and the artist. A business operating system on WhatsApp, a Korean care companion, offline healthcare systems, an evidence-first bid AI, a live sports platform, a diaspora hub, a label OS, bespoke websites and a date guide, on one shared AI platform. Its research trains vision models that learn from a small set of labelled images.
Award-nominated. Multi-domain. Leading in AI.
ebenworks.co 路 Research 路 Technology 路 Open source 路 GitHub 路 Contact
Products
| Product | Line |
|---|---|
| Imali AI | Africa's smartest AI Business OS. Your whole business, in one WhatsApp chat. |
| Chingu Care AI | The world's smartest Korean AI care companion. Apart, but always near. |
| Phila Health Ecosystem | Africa's offline-first healthcare systems. Every level of care. |
| BidWright Tender AI | The world's smartest evidence-first bid AI. Big firms have bid teams. Now you do. |
| StatoSports | The world's live multisports platform. Every league is a big league. Built with Statotech Systems. |
| Diaspry Community OS | The world's diaspora hub, delivered finished. Community without distance. |
| Izwi Music OS | The world's most complete label OS. Every voice counts. |
| Tzohar Sites | The world's best personal websites, made bespoke. Your window to the world. |
| A鈥揨 Dates | The world's most fun date guide. 26 dates. Every city. A to Z. |
Njere Engine is our model gateway: it routes a product's request through a named chain of providers, moves to the next one on an outage or a rate limit, and checks the structure of every reply before the product receives it.
Research
Semi-supervised semantic segmentation: segmenting images when only a few of them carry labels. Each method ships with its paper, weights, a demo and the training code.
- PixCon adds a clean-positive pixel-contrastive branch to a DINOv2-based semi-supervised segmentation pipeline. On Pascal VOC at the 1/8 labelled split it reaches 87.90 mIoU as a three-seed mean. Paper 路 Demo 路 Pascal VOC 路 Cityscapes 路 ADE20K 路 Code
- CW-BASS v2 measures how reliable a foundation-model teacher's confident pseudo-labels are, then chooses between strict filtering and an adaptive confidence floor. On ADE20K at the 1/8 split the adaptive floor reaches 50.58 mIoU in a single-seed run. Paper 路 Demo 路 Pascal VOC 路 Cityscapes 路 ADE20K 路 Code
Open source
- hwpkit reads, fills, edits and extracts text from Korean HWP and HWPX files in pure Python. MIT, on PyPI. Source
- claudehop moves every terminal to another Claude Code account in one keystroke. One file, no dependencies. MIT, on PyPI.
Write to contact@ebenworks.co.
Better Products. Better People. Better Tomorrow.