Skip to content

Neurology Intelligence Agent

live   Domain: clinical   Type: agent

RAG decision support across 10 neurology domains (Parkinson's, Alzheimer's, dementia, ALS, MS, ...).

A narrated, captioned explainer. Decision support for a qualified clinician.

Neurology Intelligence Agent — what it takes in, what it computes, what it returns

Illustrative. Decision support for a qualified clinician — never autonomous diagnosis or prescribing.

In plain terms

The Neurology Intelligence Agent is a broad neurology reasoning layer — decision support across ten domains, from stroke triage to dementia evaluation to multiple sclerosis, with Parkinson's featured. It grounds each answer in the literature and returns it, cited, for a clinician to weigh.

Why it matters

Neurology spans very different problems that share a need for careful, staged reasoning: a stroke needs minutes-fast triage, a neurodegenerative disease needs longitudinal staging. One grounded agent that can reason across those domains — and cite why — is a genuine aid to a busy service.

For a patient: one consistent, evidence-grounded read across very different neurological problems, from stroke to slow-moving disease.

How it works

How the Neurology agent reasons — presentation and biomarkers across ten domains to a cited summary

Ten neurology domains, with Parkinson's S+N+G staging. Research/trial-use frameworks, decision support. Illustrative.

  1. Ingest — the neurological presentation and any biomarkers, with patient context.
  2. Route across domains — reasoning across ten domains (Parkinson's, Alzheimer's, dementia, ALS, MS, stroke, and more).
  3. Stage — domain-specific staging such as Parkinson's S+N+G, EDSS for MS, and dementia evaluation.
  4. Ground the answer — a cited neurology summary that refuses to fabricate where evidence is thin.

What goes in, what comes out

  • In: a query and the patient context (presentation, biomarkers).
  • Out: a grounded, cited neurology summary.

Where it fits

Where the Neurology agent sits — the neurology suite across the factory

The neurology suite, Parkinson's featured; it draws on genomics and biomarker context. Illustrative.

It is the neurology suite of the factory — Parkinson's featured — drawing on genomics and biomarker context and anchoring the neurology demonstration.

Honest limits

  • Research/trial-use staging. Frameworks such as Parkinson's S+N+G staging and related biomarker inputs are research- or trial-use, not routine clinical diagnostics.
  • Decision support, never diagnosis. It supports a qualified clinician; it does not diagnose.
  • Grounded, and honest when it can't be. As a retrieval-augmented service it needs a populated vector database and an LLM API key at runtime, returning an honest degraded response (HTTP 503) rather than inventing content when they're absent.

Interface

  • Endpoint: localhost:8529 · Invoke path: /
  • Serving: native · GPU: no · Cost class: —

Inputs

Name Shape Semantic Notes
query scalar —
patient_context map patient_context

Outputs

Name Shape Semantic Notes
answer map clinical_narrative

Tags: agent · neurology

Runtime dependency

This agent is a Retrieval-Augmented Generation service: at runtime it needs a populated vector database and an LLM API key. When those are absent it returns an honest degraded response (e.g. HTTP 503) and never fabricates clinical content.

↩ Back to the Intelligence Agents index · the Capability Maturity Matrix · the Capability Brief.

Note

Status and interface are generated from the capability registry (lib/hcls_common/capabilities.json) — the site cannot claim ahead of the code. All clinical output is decision support for a qualified clinician, never autonomous diagnosis.