Introducing Context Medicine

The clinical agent that builds the context of every patient

Think Claude Code for dermatology: an agentic, IDE-style workspace where the agent does the work and builds a versioned, fully traceable patient record.

AgenticDerm is a workspace for dermatologists where each patient is a project. Images, documents, and notes on the left. The report you are writing in the centre. On the right, an agent whose job is not to chat, but to create sources, analyse images, and enrich the patient's context until the clinical picture is complete.

The idea

Context Medicine

Preventive medicine reorganised care around anticipation. Personalised medicine reorganised it around the individual. Context Medicine reorganises agentic clinical support around the one thing that makes AI useful in the clinic: a deliberately engineered, continuously growing context of the patient and the disease.

Context over chat

A generic assistant answers from nothing and produces generic text. An agent grounded in the patient's images, history, severity scores, and prior reports produces clinically meaningful work.

Every action feeds the context

Analyse an image, the analysis becomes a source. Draft a report, the report joins the record. The patient workspace gets richer with every interaction, so the next one is better.

Engineered, not accumulated

Borrowed from context engineering in software: what the agent knows is curated on purpose, from clinical sources to your clinic's own conventions, templates, and people.

The product

Each patient is a project

If you have seen a modern code editor, you already know the layout. AgenticDerm applies it to the clinic.

The workspace, in action

A clinic that reads like a codebase

Sources on the left, the document you are writing in the centre, the agent on the right. Every change is tracked, and every claim in a report cites the source it came from.

The AgenticDerm workspace: the patient's sources and source-control status on the left, a clinical report being edited in the centre, and the agent drafting work on the right.
Document view: the agent drafts a clinical report from the patient's analysed sources, every line attributable.
The AgenticDerm image view: a clinical photograph with the Legit.Health+ differential diagnosis and severity signs returned as structured device output.
Image view: an uploaded photograph triggers the Legit.Health+ engine, and its differential and severity land as a structured source.

The engine

Images are first-class clinical data

Dermatology is visible medicine, so the image is the centre of gravity. Every clinical photograph added to a patient connects to the Legit.Health+ AI engine.

Severity measures

Objective, quantified severity of visible signs, scored consistently across visits, so evolution and response to treatment become part of the patient's context.

Differential diagnosis

Ranked diagnostic hypotheses with risk indicators, returned as structured data the agent can reason over and cite in the documents it drafts.

Trust and portability

A record you can trust, and take anywhere

Because the patient workspace is a real file tree, AgenticDerm tracks it the way software is tracked. The record is auditable by construction, and it is never locked in.

Versioned, like code

Every source, analysis, note, and report is a tracked file. Every change is attributable and reversible, with an audit-grade history of who added what, when, and on which evidence. A visit reads like a branch of work on the record, exactly what clinical audit and quality systems demand.

Interoperable by default

Export a branded PDF for people, JSON or XML for machines, and a FHIR bundle for hospital and EHR systems. The Legit.Health+ engine measures; the agent quotes those measurements and cites their source, it does not diagnose. Context only helps if it can travel.

Your clinic's memory

Output that is yours, not generic

Beyond each patient, your organisation has its own context: skills, agents, and memories shared across the whole team.

Skills

How artefacts get made: PDF branding, report structure, letter formats, terminology. A report from AgenticDerm looks like it came from your clinic, because it did.

Agents

Specialist behaviours ready to invoke: the report writer, the image analyst, the referral drafter. Consistent across every doctor in the organisation.

Memories

Standing facts: who is who, who signs what, languages of practice, preferred phrasings. Captured once, in a guided onboarding, applied everywhere.

Practice Context Medicine

AgenticDerm is in development. Tell us about your clinic and help shape it.

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