Hematology labs
Archived slides with known answers, and questions you can’t ask at scale.
- REPRODUCE
- VALIDATE
Applied AI research
AI that readsblood cells.
We build AI that reads photographs of ordinary stained blood and marrow cells, and we publish how it measures up against the studies it reproduces.
Research programme · Not a diagnostic device
Serious science.
Small robots.
What we do
Reproduce it.
Then push it further.
One flagship programme and four ways to work with us. Every result is measured the way the original study measured it.
Reads ordinary stained-cell photographs to answer questions that usually need slower, costlier tests.
Open CP-HRIC →If we can’t measure it,
we don’t claim it.
Built for research
Different labs.
Same rigour.
We work with people who have the slides, the questions, or the methods, and want an honest measurement.
Collaborate with us
Academic groups
Co-develop a method and publish it together.
- DEVELOP
- PUBLISH
Imaging-AI researchers
Honest baselines and paper-matched protocols to build on.
- REPRODUCE
- PUBLISH
Global-health research
What could a slide and a camera tell a lab far from a specialist?
- DEVELOP
- VALIDATE
Two models, two robots
Green reads the patient.
Orange reads every cell.
CP-HRIC runs two model families side by side, and every experiment scores both.
CP-HRIC-MILReads all of a patient’s cells at once and points to the ones that drove its answer.
System OneScores every single cell with typed probabilities, then reasons from the cells up.Collaboration
How involved
do you want to be?
From a question you’d like answered to a method we build together. You decide.
See how every experiment was run →Your lab
- The research question
- Expert review
- Images & data
Layer 8 Labs
- Labels & ground truth
- Model training
- Measuring it the paper’s way
- Write-up
Your question.
Our pipeline.
Underneath it all
The rigour is the product.
Every CP-HRIC result follows the same reporting standard, whether it flatters us or not.
- GENERATED
- MEAN ± SD
- PAPER-MATCHED
- PUBLIC DATA
- PRIVACY-FIRST
- RESEARCH USE
If we can’t measure it the paper’s way, we don’t claim it.
Collaborate with us
What are you working on?
You don’t need a protocol or a data agreement to start. Tell us what you have and what you’d like to know.
Design preview — your selections carry into the contact form, where you can add your details.
Your material
Tell us what you have
REPRODUCE
The paper, its way
VALIDATE
New data · New sites
DEVELOP
Methods · Models
PUBLISH
Measured · Open
Concept illustration · highlighted steps follow your selection
Your project (so far)
- Material
- Not selected yet
- Collaboration
- Not selected yet
- Next step
- A conversation about the question, the data, and what can be shared
Common questions
Still have questions?
Here are a few things people often ask. If you don’t see yours, get in touch below.
Real science.
Real answers.
Is CP-HRIC a diagnostic?
No. CP-HRIC is a research programme. It is not a diagnostic device. Nothing on this site is medical advice or a clinical service.
What data do you train on?
Published research datasets of stained blood and bone-marrow cell images. The datasets behind each experiment are named on that experiment’s page.
How do you compare against the papers?
Each experiment reproduces a published study on its own data and measures our models the way that study did. Results are reported as a mean across independently trained runs, with the spread and the paper’s own number beside it.
Can we work with our own slides?
We’d like to talk about it. Any collaboration starts with what can be shared, under what agreement, and how patient privacy is protected. We never publish patient-identifying data.
Who can collaborate?
Hematology and pathology labs, academic research groups, and imaging-AI researchers. Start with the form below and tell us what you have.
Where can I see the results?
On the CP-HRIC pages: every experiment, every model, and how each was measured. The numbers there are generated from the experiment records, never typed by hand.
Get in touch
Talk to a person, not a ticket queue.
Tell us what you’re running, what you’re bringing, or what’s keeping you up at night. Email, call, or send a note through the form.
A real person
reads every one.
- [email protected]
- Phone
- 908-601-8000
- Mailing address
- Layer 8 Labs LLC
PO Box 92
Hazlet, NJ 07730