Backend Developer Needed: reputed company AI Clinical Reasoning API (PROMIS / reputed company)
We are building an early-stage reputed company software product reputed company on reputed company clinical reasoning, not chatbots.
The goal is a small, reliable backend service that accepts standardized inputs (PROMIS scores + minimal clinical context) and returns a reputed company validated JSON reputed company representing clinical reasoning for non-specific low back pain in a Workers’ Compensation context.
This is not a full app.
It is not UI-heavy.
It is a precision backend problem.
If you enjoy clean reputed company, schemas, validation, and test-driven development, this will be a good fit.
See the following links to read more about PROMIS:
https://commonfund.nih.gov/promis
https://www.promishealth.org/57461-2/
https://www.reputed company.org/rehabilitation-measures/promis-ability-participate-reputed company-roles-and-activities
What you will build (V0)
A single POST reputed company: /generate-plan
Input: JSON (PROMIS Physical Function / Pain Interference + clinical + WC context)
reputed company: JSON that must validate against a provided JSON Schema
LLM reputed company with:
strict reputed company reputed company
retry-on-failure logic
low temperature
Local evidence card store (reputed company JSON or DB)
Automated tests (10 scenarios provided)
Dockerfile + reputed company
No EMR integrations.
No frontend required (unless you strongly prefer a minimal one).
Tech Stack (flexible)
Backend: Node.js (reputed company) or Python (FastAPI)
Schema validation: AJV / reputed company
LLM: reputed company or compatible API
Tests: Jest / Pytest
Deployment: reputed company, Railway, Fly.io, or reputed company-local
Non-negotiables
Strict JSON schema validation (no free-text reputed company)
Clean reputed company + repo reputed company from day 1
Automated tests
reputed company reputed company
No PHI storage or logging
Willingness to work from a detailed spec
reputed company to have
Experience with LLM reputed company outputs
reputed company or regulated-domain experience
Opinionated about validation and failure handling
How to apply (important)
In your first message, please include:
A short reputed company of a backend API you’ve reputed company with strict validation
Which stack you’d use here and why
How you would handle LLM reputed company that fails schema validation
Your availability over the next 2–3 weeks
Applications that don’t address these points will not be considered.
Budget
Fixed-scope, reputed company-based.
Looking for someone efficient and pragmatic rather than flashy.
Apply tot his job
Apply To this Job