Thermite for Healthcare and life sciences

Improve pipelines and models without moving patient data.

Genomic, imaging and clinical data often cannot leave your infrastructure, and Thermite does not require it to. Agents improve pipelines and models against truth sets and annotations on your own machines. Goal campaigns take an API through its conformance tests; research campaigns read the trial registries and the literature on a clinical question.

hill climb

Genomics pipeline acceleration

Agents tune the pipeline's tools, threads and scattering. The judge times it on your servers and scores its calls with hap.py against a truth set.

For Solo builders · Enterprises

Measures
Minutes from reads to calls
Holds
SNV and indel F1 held
Hidden
A sample the agents never see
hill climb

Medical image segmentation

Agents change the training recipe, the loss, augmentation and post-processing. The judge trains each version on a fixed budget and scores Dice on scans they never see.

For Startups · Enterprises

Measures
Mean Dice on a fixed training budget
Holds
Each structure's Dice and HD95 held
Hidden
Scans from a site never seen
hill climb

Clinical note de-identification

Agents tune the patterns, word lists and model of a de-identification system. The judge scores recall of identifiers on annotated notes they never see, with precision held.

For Enterprises

Measures
Recall of identifiers
Holds
Precision, name recall and speed held
Hidden
Notes from another department
research

Clinical evidence review

Agents read every registry record and publication on one PICO question and record claims with exact quotes. Code checks each quote and number, and a review panel of models decides each question.

For Enterprises · Solo builders

Counts
Verified claims, trial by trial
Checked
Each quote and number found in its archived record or paper
Decided
A panel of models, by majority
goal

FHIR API conformance

Agents change the server's FHIR mapping, searches and export. The judge starts the server, runs Inferno's test groups and the HL7 validator, and the run ends when every goal passes twice.

For Startups · Enterprises

Measures
Inferno test groups passed
Holds
No validator errors, every value from its source record
Hidden
Patients from a seed the agents never see

Twenty minutes to a first verdict.

Install it on one computer, or ask your own AI agent to:

Set up Thermite on this computer for me: follow https://usethermite.com/llm-setup.txt