Organisation card: every product in full, research first, links as on ebenworks.co (#1)

- Organisation card: nine products in full, research first, links as on ebenworks.co (d726e8871b8502feb98e7bc7c2fe472e5c72db17)
- Products first, then research (368a44df8f5691cad28e3ea8c488d64d96e1538e)
- Organisation card in the language standard approved on 15 Oct 2026 (33ee54542560c9df3a47b397af3994af87af76f8)

README.md

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-# Ebenworks
+**AI for the people who run the world.** The AI product company for the real economy.
 
-An AI product company building practical software for businesses, care teams and communities.
+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](https://ebenworks.co) · [About](https://ebenworks.co/about) · [Work](https://ebenworks.co/work) · [Research](https://ebenworks.co/research) · [Open source](https://ebenworks.co/open-source) · [Careers](https://ebenworks.co/careers) · [Contact](https://ebenworks.co/contact)
+Ten languages. Five apps on Google Play. Live on two continents.
 
-## Products
-
-### [Imali AI](https://imali-ai.ebenworks.co/)
-
-Imali AI is a business operating system for African shops and small teams: sales, invoices, stock, staff and books from a WhatsApp chat, with web and Android.
-
-[How it works](https://imali-ai.ebenworks.co/how-it-works/) · [Capabilities](https://imali-ai.ebenworks.co/capabilities/) · [Pricing](https://imali-ai.ebenworks.co/pricing/) · [FAQ](https://imali-ai.ebenworks.co/faq/)
-
-### [Chingu Care AI](https://chingu-ai.ebenworks.co/)
-
-A Korean voice companion that talks with a senior living alone at one press and tells their family when something changes. The family never sees the words.
-
-[Product page](https://ebenworks.co/products/chingu)
-
-### [Phila Health Ecosystem](https://phila-health.ebenworks.co/)
-
-Seven products for practices, clinics, outreach, programmes, districts, hospitals and learning. Offline care records in the shared app. A clinician decides.
-
-[Practice management](https://phila-health.ebenworks.co/practice-management) · [Clinic management](https://phila-health.ebenworks.co/clinic-management) · [Hospital management](https://phila-health.ebenworks.co/hospital-management) · [Clinical basis](https://phila-health.ebenworks.co/clinical-basis)
+[ebenworks.co](https://ebenworks.co) · [Research](https://ebenworks.co/research) · [Technology](https://ebenworks.co/technology) · [Open source](https://ebenworks.co/open-source) · [GitHub](https://github.com/ebenworks-systems) · [Contact](https://ebenworks.co/contact)
 
-### [BidWright Tender AI](https://bidwright-ai.ebenworks.co/)
-
-Turn tender documents and company evidence into a requirements report and an editable response. Review missing evidence and claims before submission.
-
-[Demo](https://bidwright-ai.ebenworks.co/demo) · [Tender compliance checklist](https://bidwright-ai.ebenworks.co/guides/tender-compliance-checklist) · [Company evidence library](https://bidwright-ai.ebenworks.co/guides/company-evidence-library) · [For IT services](https://bidwright-ai.ebenworks.co/for/it-services)
-
-### [Diaspry Community OS](https://diaspry.ebenworks.co/)
-
-Everything a diaspora association needs to run itself: a branded site, member registry, events, news, a photo archive and committee roles.
-
-### [Izwi Music OS](https://izwi-os.ebenworks.co/)
-
-The software that runs an independent record label: public site, fan store, catalogue, contracts, royalty splits, payouts and artist logins.
-
-### [Tzohar Sites](https://tzohar-sites.ebenworks.co/)
+## Products
 
-Personal websites for creatives and founders. We design, write, build, launch and maintain the site, in up to five languages.
+| Product | Line |
+|:---|:---|
+| [Imali AI](https://imali-ai.ebenworks.co/) | Africa's smartest AI Business OS. Your whole business, in one WhatsApp chat. |
+| [Chingu Care AI](https://chingu-ai.ebenworks.co/) | The world's smartest Korean AI care companion. Apart, but always near. |
+| [Phila Health Ecosystem](https://phila-health.ebenworks.co/) | Africa's offline-first healthcare systems. Every level of care. |
+| [BidWright Tender AI](https://bidwright-ai.ebenworks.co/) | The world's smartest evidence-first bid AI. Big firms have bid teams. Now you do. |
+| [StatoSports](https://ebenworks.co/products/statosports) | The world's live multisports platform. Every league is a big league. Built with Statotech Systems. |
+| [Diaspry Community OS](https://diaspry.ebenworks.co/) | The world's diaspora hub, delivered finished. Community without distance. |
+| [Izwi Music OS](https://izwi-os.ebenworks.co/) | The world's most complete label OS. Every voice counts. |
+| [Tzohar Sites](https://tzohar-sites.ebenworks.co/) | The world's best personal websites, made bespoke. Your window to the world. |
+| [A–Z Dates](https://az.dates.ebenworks.co/) | The world's most fun date guide. 26 dates. Every city. A to Z. |
 
-### [A–Z Dates](https://az.dates.ebenworks.co/)
+[Njere Engine](https://ebenworks.co/njere) 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.
 
-Twenty-six date ideas per city, one for every letter of the alphabet. Real addresses, maps and insider tips. Free.
+## Research
 
-[South Korea](https://az.dates.ebenworks.co/korea/) · [United States](https://az.dates.ebenworks.co/usa/) · [Canada](https://az.dates.ebenworks.co/canada/) · [Seasons](https://az.dates.ebenworks.co/seasons/)
+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.
 
-## Platform
+- **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](https://huggingface.co/papers/2607.03068) · [Demo](https://huggingface.co/spaces/psychofict/pixcon-demo) · [Pascal VOC](https://huggingface.co/psychofict/pixcon-pascal) · [Cityscapes](https://huggingface.co/psychofict/pixcon-cityscapes) · [ADE20K](https://huggingface.co/psychofict/pixcon-ade20k) · [Code](https://github.com/psychofict/PixCon)
+- **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](https://huggingface.co/papers/2608.12773) · [Demo](https://huggingface.co/spaces/hugging-apps/cwbass-v2-segmentation) · [Pascal VOC](https://huggingface.co/psychofict/cwbass-v2-pascal) · [Cityscapes](https://huggingface.co/psychofict/cwbass-v2-cityscapes) · [ADE20K](https://huggingface.co/psychofict/cwbass-v2-ade20k) · [Code](https://github.com/psychofict/CW-BASS-v2)
 
-[Ebenworks Accounts](https://accounts.ebenworks.co/) gives one sign-in for every connected Ebenworks product. [Privacy](https://accounts.ebenworks.co/privacy) · [Security](https://accounts.ebenworks.co/security) · [Sub-processors](https://accounts.ebenworks.co/subprocessors)
+## Open source
 
-[System status](https://status.ebenworks.co/) shows whether each Ebenworks product, site and platform service is operating.
+- [hwpkit](https://hwpkit.ebenworks.co/) reads, fills, edits and extracts text from Korean HWP and HWPX files in pure Python. MIT, on PyPI. [Source](https://github.com/psychofict/hwpkit)
+- [claudehop](https://github.com/psychofict/claudehop) moves every terminal to another Claude Code account in one keystroke. One file, no dependencies. MIT, on PyPI.
 
-## Open source
+Write to [contact@ebenworks.co](mailto:contact@ebenworks.co).
 
-[hwpkit](https://hwpkit.ebenworks.co/) reads, edits and extracts text from Korean HWP and HWPX files in pure Python. [Quickstart](https://hwpkit.ebenworks.co/quickstart/) · [API](https://hwpkit.ebenworks.co/api/) · [Blog](https://hwpkit.ebenworks.co/blog/) · [Source](https://github.com/psychofict/hwpkit)
+Better Products. Better People. Better Tomorrow.