Ebenworks
AI & ML interests
Award-nominated. Multi-domain. Leading in AI. Launched October 2026.
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
Award-nominated. Multi-domain. Leading in AI. Launched October 2026.
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.
ebenworks.co 路 Research 路 Technology 路 Open source 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 and a demo.
- 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
- 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
Open source
- hwpkit reads, fills and edits Korean HWP files in Python. MIT, on PyPI.
- claudehop switches Claude Code between saved accounts, reads each one's usage and runs two at once. MIT, on PyPI.
Write to contact@ebenworks.co.
Better Products. Better People. Better Tomorrow.