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feat: image fallback chains for every workflow, and a library worth looking at
**Fallbacks.** One image model meant a refusal, a rate limit or a model the
gateway had since dropped ended as a missing picture. Every workflow now tries
its model, then each fallback in order, stopping at the first that produces an
image. Primary plus two, capped: each hop is a paid request, and a chain long
enough to need a cap is long enough to surprise someone.

My Resources previously had no fallback at all — only the Clinical Assistant
did, and only one. That is backwards: a missing figure is most visible in a
deck, where it leaves a hole in a slide.

The retry rule is now a classifier that says *why*, rather than a boolean.
Transient faults, a 404 for a model the gateway does not have, and a content
refusal all move to the next model — a refusal because policy is a vendor
decision, not a fact about the request. 401/403 stop immediately (one gateway,
one set of credentials, the next model fails identically), as do 413 and any
other 4xx, which are malformed everywhere. Refusals are recognised from the
message: no provider sends a machine-readable reason and the status varies.

Each hop re-leases the job, so a chain cannot outlive its claim and let a second
worker repeat the same paid work, and the row records the model actually being
paid for so a picture made by the third model is not attributed to the first.

The old singular `fallback_image_model` is still read, so an existing
configuration keeps working without anyone re-entering it.

**Library.** Documents/Images tabs in My Resources, with a real grid: fixed
aspect tiles so the rows line up whatever shape the pictures are, a source badge
on the picture, two-line prompt, hover lift, shimmer skeletons while thumbnails
land, and a lightbox that closes on Escape or the backdrop and restores focus.
Actions are hidden on hover only behind `@media (hover:hover)` — hiding delete
behind :hover would put it out of reach on touch and keyboard.

Downloads go through privateImageBlob rather than a bare `<a download href>`: a
mobile client's session is a bearer token an anchor cannot send, and these
assets are served no-store on purpose.

The gallery lives in My Resources only. Assistant images appear in it, which was
the point; the assistant page does not grow a gallery of its own, and a test
asserts no assistant module lists the endpoint.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Dv6sqaY6Vq3ChZHMem3cnU
2026-09-12 14:53:04 +02:00
.forgejo/workflows feat: a deploy you can repeat, and prove afterwards 2026-09-11 00:41:11 +02:00
.github feat: ship reviewed prompt history, conversation limits and account protections 2026-09-07 04:01:01 +02:00
android Fix APK crash: replace XML splash with PNG, add real mipmap launcher icons 2026-03-29 11:07:10 +00:00
assets/learning feat: slides are built by pandoc from markdown, with a reference template 2026-09-11 13:25:24 +02:00
docs feat: image fallback chains for every workflow, and a library worth looking at 2026-09-12 14:53:04 +02:00
e2e test(e2e): drive My Resources through the browser, and assert what it sends 2026-09-12 01:51:15 +02:00
migrations feat: sign in with a code emailed to you, offered beside the password 2026-09-11 20:12:03 +02:00
mobile Release v7.14.16 2026-07-31 01:12:47 +02:00
monitoring Add Loki + Grafana monitoring stack, ntfy notifications, biometric auth 2026-04-11 03:00:52 +02:00
public feat: image fallback chains for every workflow, and a library worth looking at 2026-09-12 14:53:04 +02:00
scripts docs: deploy.sh is the deploy path, and it was documented nowhere 2026-09-12 06:04:13 +02:00
src feat: image fallback chains for every workflow, and a library worth looking at 2026-09-12 14:53:04 +02:00
test feat: image fallback chains for every workflow, and a library worth looking at 2026-09-12 14:53:04 +02:00
.dockerignore feat: ship reviewed prompt history, conversation limits and account protections 2026-09-07 04:01:01 +02:00
.env.example feat: sign in with a code emailed to you, offered beside the password 2026-09-11 20:12:03 +02:00
.gitignore feat: add extension import preview 2026-05-08 22:26:53 +02:00
.gitmessage docs: add CONTRIBUTING.md + .gitmessage template for conventional commits 2026-04-14 23:51:09 +02:00
.node-pg-migraterc.json Add node-pg-migrate for versioned schema changes + better mobile UA labels 2026-04-14 05:06:19 +02:00
admin-cli.js v3.0.0: Auth, admin panel, security fixes, per-tab model selector 2026-03-21 19:25:51 -04:00
CONTRIBUTING.md feat: ship reviewed prompt history, conversation limits and account protections 2026-09-07 04:01:01 +02:00
docker-compose.e2e.yml test(e2e): seed an admin account, and fix the sign-in that broke the browser suite 2026-09-11 17:24:32 +02:00
docker-compose.local.yml feat: ship reviewed prompt history, conversation limits and account protections 2026-09-07 04:01:01 +02:00
docker-compose.monitoring.yml Update bilirubin to exact AAP 2022 values, add exchange transfusion 2026-04-11 05:50:19 +02:00
docker-compose.yml feat: My Resources — anyone can generate teaching material, privately 2026-09-11 14:50:54 +02:00
docker-entrypoint.sh feat: a deploy you can repeat, and prove afterwards 2026-09-11 00:41:11 +02:00
Dockerfile feat: Word is built by python-docx from the same typed source as the deck 2026-09-11 21:58:53 +02:00
grafana-dashboard.json feat: neonatal calculator, DOCX/PPTX/ODT/EPUB support, gateway-agnostic URL helper, TTS/STT fixes 2026-04-19 02:17:06 +02:00
package-lock.json fix: slides shrink to fit, and an article is never offered as slides 2026-09-11 15:34:16 +02:00
package.json fix: slides shrink to fit, and an article is never offered as slides 2026-09-11 15:34:16 +02:00
README.md docs: merge the duplicate pairs and correct them against the running app 2026-09-12 04:57:35 +02:00
server.js fix: /api/health/detailed reported a text-to-speech provider that does not exist 2026-09-12 05:05:39 +02:00
TODO.md config: the clinical assistant answers from 12 excerpts 2026-09-11 16:13:55 +02:00

Ped-AI

Ped-AI is a pediatric clinical documentation, education, and bedside decision-support app. This fork has moved well beyond the original scribe app: it now combines encounter documentation, clinical workflows, Learning Hub CMS, admin controls, MCP-backed clinical assistant integration, Redis-backed operational state, and hardened deployment defaults.

The app runs as an authenticated Express/Postgres service with a browser frontend and optional integrations for LiteLLM, AWS, OpenAI-compatible APIs, Nextcloud WebDAV, S3-compatible storage, OpenBao, Redis, OIDC, TOTP, and Cloudflare Turnstile.

Current Scope

Clinical Documentation

  • Live encounter capture with structured pediatric HPI generation.
  • Dictation cleanup for narrative notes.
  • SOAP, sick visit, well visit, hospital course, chart review, precharting, and ED encounter workflows.
  • Parent-facing education handouts generated from clinician notes, with diagnosis, medication, emergency-care guidance, and preferred-language support.
  • Pediatric developmental milestone tooling.
  • Templates, physician memory, and per-tab model overrides.
  • Server-side speech-to-text routing through configured providers.

Bedside Tools

  • Pediatric calculators and emergency dosing helpers.
  • PE guide and clinical reference content.
  • Vaccines, catch-up schedules, growth/vitals, bilirubin, BSA, GCS, equipment, and resuscitation helpers.
  • Mobile-friendly PWA layout for bedside use.
  • Per-user phone extension and pager directory with soft-delete, search, ZIP export, and JSON/ZIP import for handoff between users.

Learning Hub

  • CMS for articles, clinical pearls, quizzes, and presentations.
  • Tiptap article editor, quiz builder, category management, and draft/publish flow.
  • AI-assisted content generation from topic text, uploaded files, or connected Nextcloud WebDAV files.
  • Marp slide editing with preview and PPTX export.
  • Keyword, semantic, and hybrid search using Postgres/pgvector where configured.

My Resources

  • Private teaching material any signed-in user can generate for themselves — nobody else sees it.
  • Presentations are designed as slide decks (comparisons, tables, callouts, figures beside text), not written as markdown for a parser to guess at.
  • Grounded in the indexed clinical library, and optionally PubMed and the web, each admin-enabled.
  • Optional illustrations, several per resource, placed through the deck.
  • Revise in place, and download as PowerPoint, Word or PDF. See docs/my-resources.md.

Clinical Assistant

  • Optional MCP-backed clinical assistant integration.
  • Prompt suggestions backed by Redis operational cache.
  • No clinical answer response caching.
  • Designed to retrieve from indexed clinical material while keeping provider selection explicit.

Admin And Security

  • Sign in with a password or a six-digit code emailed to you — offered side by side, because a code depends on mail arriving and a password does not.
  • Role-based access, TOTP 2FA, OIDC/SSO, email verification, and optional Turnstile. Passwords are argon2id, with bcrypt rows rehashed on their next sign-in.
  • Registration can be open, closed, or invite-only with generated codes. A code can be revoked while live, and deleted only once it is spent.
  • Admin panel for users, settings, prompts, models, logs, and Learning Hub content.
  • Audit, API, access, and client-error logs with redaction hardening.
  • OpenBao secret loading support at container startup.
  • S3-compatible document storage support.

Removed Browser STT

Browser Whisper has been removed from the runtime. The app should not ship browser Whisper workers, browser-local Whisper model downloads, Transformers.js browser STT, or Browser Whisper setup docs.

Speech-to-text is handled server-side through configured providers such as Google/Gemini, AWS Transcribe, LiteLLM, or OpenAI Whisper. Browser-native Web Speech remains gated behind an explicit user setting when present in the browser — it is off unless a user turns it on, because Chrome and Edge send that audio to Google.

Quick Start

cp .env.example .env
./scripts/build-image.sh
docker compose up -d --no-build

The default compose exposes the app on 127.0.0.1:3552 and starts:

  • pediatric-ai-scribe for the Node app.
  • pedscribe-db for Postgres with pgvector.
  • ped-ai-redis for operational Redis state.

Health check:

curl -fsS http://127.0.0.1:3552/api/health

Prometheus metrics are exposed at GET /metrics with the ped_ai_ metric prefix.

The first registered user becomes an admin unless registration has already been configured differently.

Core Environment

Set real values in .env before production use.

APP_URL=https://your-domain.example
JWT_SECRET=<64-char-random-secret>
DB_PASSWORD=<strong-database-password>

AI_PROVIDER=litellm
LITELLM_API_BASE=https://your-litellm.example/v1
LITELLM_API_KEY=<key>

TRANSCRIBE_PROVIDER=litellm
LITELLM_STT_MODEL=whisper-1

REDIS_URL=redis://ped-ai-redis:6379

Supported text AI providers are LiteLLM, OpenRouter, AWS Bedrock, and Azure OpenAI. Speech-to-text and text-to-speech both route through LiteLLM, so the upstream speech vendor is a gateway configuration choice rather than an app one; browser-native Web Speech stays off unless a user opts in.

Admin CLI

docker exec pediatric-ai-scribe node admin-cli.js list-users
docker exec pediatric-ai-scribe node admin-cli.js create-admin admin@example.com password123 "Dr. Admin"
docker exec pediatric-ai-scribe node admin-cli.js make-admin user@example.com
docker exec pediatric-ai-scribe node admin-cli.js reset-password user@example.com newpassword
docker exec pediatric-ai-scribe node admin-cli.js toggle-registration
docker exec pediatric-ai-scribe node admin-cli.js stats

Maintenance

The app checks Postgres collation drift on startup and can reindex text indexes after image or OS-library changes.

docker exec pediatric-ai-scribe npm run maint:check
docker exec pediatric-ai-scribe npm run maint:reindex

Run the reindex command after major Postgres image changes, restoring a dump from another distro, or seeing lookup behavior that suggests collation/index drift.

Testing

Run the Node test suite:

npm test

Run syntax checks for touched files when doing focused backend work:

node --check server.js
node --check src/routes/transcribe.js

Run the Playwright smoke suite against the e2e compose stack:

docker compose -f docker-compose.yml -f docker-compose.e2e.yml up -d pediatric-scribe-e2e
npm run e2e

Deployment Notes

  • Put the app behind HTTPS before clinical use.
  • Use only AI/STT/TTS providers covered by your BAA and data-processing requirements.
  • Configure OIDC/SSO and 2FA for production users.
  • Keep JWT_SECRET, database credentials, provider keys, S3 keys, SMTP credentials, and OpenBao tokens out of git.
  • Treat logs as sensitive operational data even with redaction enabled.
  • Use the Caddy/reverse-proxy layer to expose only intended public routes.

Documentation

Primary references:

  • docs/architecture.md — system map, repository layout, request pipeline, and service boundaries.
  • docs/developer-guide.md — day-to-day code-change workflow, route and module reference.
  • docs/module-conventions.md — CommonJS, ESM, globals, and rendering rules.
  • docs/features-explained.md — what each feature is, in plain terms.
  • docs/api-reference.md — API routes.
  • docs/configuration.md — environment variables and live app_settings.
  • docs/database.md — every table, its columns, and what is encrypted.
  • docs/migrations.md — how schema changes are made and applied.
  • docs/authentication.md — auth, OIDC, sign-in codes, invites, rate limits.
  • docs/ai-providers.md — provider selection, prompts, injection hardening.
  • docs/clinical-assistant.md — MCP-backed assistant behavior and safety rules.
  • docs/retrieval-tuning.md — how much corpus each feature retrieves, and what it costs.
  • docs/embeddings-setup.md — embedding model configuration.
  • docs/global-prompt-administration.md — prompt overrides and the conversation budget.
  • docs/speech.md — STT, TTS, recording, and audio backups.
  • docs/learning-hub.md — the CMS and education workflow.
  • docs/my-resources.md — private teaching material, the slide renderer, and search sources.
  • docs/deployment.md — production deployment.
  • docs/scaling.md — scaling priorities and readiness work.
  • docs/openid-setup.md — OIDC provider setup.
  • docs/mobile-build.md — the Capacitor wrapper and app-store build notes.
  • docs/ops-docs-ped-ai-and-milvus.md — operational notes for the retrieval stack.
  • docs/improvements.md — the running list of what to improve next.
  • docs/logic/README.md — the deeper code walkthrough.

Some deep docs/logic/ files still describe historical implementation details. Prefer runtime code and tests when documentation conflicts with current behavior.

Clinical Safety

Ped-AI is documentation and education support software. It does not replace clinical judgment, local policy, medication verification, or attending review. Validate generated notes, calculations, and recommendations before use in patient care.