Readme updates and minor fixes

Release Notes: ClaimAuditAI v1.0.1

This release focuses on production-hardening the containerized deployment lifecycle, resolving startup database initialization errors, and fixing data seeding reliability issues reported during InterSystems Open Exchange verification.

Key Changes & Enhancements:
Build-Time FHIR Provisioning: Moved FHIR server installation (/fhir/r4) and recursive class compilation directly into the docker build phase (iris.script). This ensures all schema tables, vector indices, and custom classes are baked directly into the container image, resolving 404 endpoint errors and startup race conditions.

REST Output Stream Protection: Implemented a quiet mode (pQuiet parameter) in the database Setup() method. This suppresses terminal writes when database initialization is triggered from REST controllers, preventing HTTP response pollution and resolving client-side JSON parsing errors (Expecting value: line 1 column 1) during data seeding.

Programmatic Namespace Safety: Wrapped the sample data loader (LoadSampleData()) in a scoped in-memory namespace switch to INTEROP. This resolves the ServiceIdIdx registry lookup failure if the CLI seeding command is executed from a default namespace (e.g. USER).

Robust Container Start Fallbacks: Updated the runtime initialization script (init_iris.sh) to recursively compile all custom classes (including ClaimAudit.Data and ClaimAudit.FHIR) using LoadDir, ensuring correct compilation ordering when deploying with empty persistent volumes.

ZPM Package Alignment: Correctly registered ClaimAudit.Data.PKG in module.xml to track and compile the GraphStore class within ZPM.

Expanded Diagnostic Wiki: Added new troubleshooting guides to the project wiki detailing resolution steps for ServiceIdIdx failures, missing database tables, and REST output pollution.

What's Changed

• fix: resolve Gradio UI overlapping and uneven layout issues by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/17

Full Changelog: https://github.com/musketeers-br/TriageAide/compare/1.0.1...1.0.2

Main changes:

• improvements on instructions presented in README.md
• fix agent memory which was leading to repetitions

What's Changed

• Fix/gradio error handling by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/1
• feat: add LangSmith observability for agent tracing by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/2
• feat: separate IRIS FHIR server and triage app into independent Docke… by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/3
• feat: add agent observability to Gradio UI with trace panel by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/4
• docs: sync all documentation with codebase after Docker separation, L… by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/5
• feat: improvements on conversation examples by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/7
• Feat/voice bridge fix and docs by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/8
• feat: integrate ElevenLabs voice I/O with bilingual support (pt-BR + en) by @diashenrique in https://github.com/musketeers-br/TriageAide/pull/6
• fix: auto language detection by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/9
• feat: add ENABLE_VOICE_UI flag to hide ElevenLabs UI for MVP, mark vo… by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/10
• Conversation fixes by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/11
• Conversation fixes by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/12
• Conversation fixes by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/13
• fix: images for agent diagrams by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/14
• Conversation fixes by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/15
• Conversation fixes by @jrpereirajr in https://github.com/musketeers-br/TriageAide/pull/16

New Contributors

• @jrpereirajr made their first contribution in https://github.com/musketeers-br/TriageAide/pull/1
• @diashenrique made their first contribution in https://github.com/musketeers-br/TriageAide/pull/6

Full Changelog: https://github.com/musketeers-br/TriageAide/commits/1.0.1

Updated README with links to articles and videos

• Updated all databases to latest versions: IRIS 2026.1, PostgreSQL 18, MySQL 9.7.0, SQL Server 2025
• Refreshed benchmark results with new performance comparisons
• Fixed docker-compose worker auto-registration and startup issues

Link to YouTube demo included in description

Added public access urls for demo and wiki.

Updated README

v1.0.0 — Initial release

A clinician dashboard with AI triage questions that automate pre-checkup intake, built on InterSystems IRIS for Health.

• Patient intake interview saved as a FHIR QuestionnaireResponse
• AI agent reads the patient's FHIR record and retrieves matching clinical guidelines via IRIS Vector Search (%Embedding.OpenAI + VECTOR_COSINE)
• Produces a cited triage decision (self-care / see-GP / urgent-care / ED) with a deterministic red-flag safety gate
• Writes the full cascade back to FHIR: Encounter, SNOMED-coded ServiceRequest, LOINC/SNOMED Observations, and a Communication alert on escalation
• Clinician worklist to review cases, with FHIR write-back on acknowledgement
• Runs through an IRIS Interoperability production (every triage visible in Visual Trace)
• One-command docker compose up — boots IRIS, the agent, and the UI, and self-seeds demo data

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2026 fixes

Lowercased all the property names to work well with %JSON.Adaptor
LastUser->lastuser
CreatedAt->createdat
updatedat property introduced

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Fixes for 2026.

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