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fix: a deck the model fumbles once is asked for again, not abandoned
A presentation is generated as a typed deck — the model chooses each slide's
layout — and that deck is what scripts/render_pptx.py renders. When the reply
did not parse as a deck, the route fell straight back to asking for markdown,
and slideSpec.build() then inferred slides from it. Both paths go through
python-pptx, but the fallback's layout is guessed from heading and list
structure rather than chosen, so everything lands as title-and-bullets.

Measured on the stored library: since decks landed, 7 of 8 generations produced
one and 1 did not. Models are stochastic, so one unlucky reply was costing the
whole layout. It now asks a second time with the same prompt before giving up.

The fallback was also invisible. It warned to the console, where the person who
would simply have generated again could not see it, so they kept the plainer
deck without knowing a better one was one click away. The response now carries
deckFallback and the UI says it came out as plain slides, and why.

Fixed the reason heuristic while adding tests for it: truncation was claimed for
any reply not ending in "}", which is every prose refusal. It is now only
claimed for a reply that began as JSON and stopped.

The four generate tests run the handler. Verified against a mutation: removing
the retry fails tests 6 and 7 and nothing else.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Dv6sqaY6Vq3ChZHMem3cnU
2026-09-12 05:34:14 +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 docs: merge the duplicate pairs and correct them against the running app 2026-09-12 04:57:35 +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 fix: a deck the model fumbles once is asked for again, not abandoned 2026-09-12 05:34:14 +02:00
scripts feat: a slide can be drawn from primitives when the named layouts have no word for it 2026-09-11 22:12:26 +02:00
src fix: a deck the model fumbles once is asked for again, not abandoned 2026-09-12 05:34:14 +02:00
test fix: a deck the model fumbles once is asked for again, not abandoned 2026-09-12 05:34:14 +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.