4 Personal Assistants × 9 Modules · Doc Zam approved 26 Apr 2026 · Sprint 1.1 M9 AUCM Foundation LIVE. Patient-first AI ecosystem for Malaysian clinics.
Holistic but modular pick-and-mix approach — Path A (Solo) · Path B (Group) · Path C (Hospital).
Symptom intake · 3-tier triage (green/yellow/red) · self-care advice · clinic locator · lifecycle continuity.
Pre-consult briefing · ambient SOAP scribe · CDSS · order set drafting · semantic history retrieval.
DDI check · allergy cross-ref · dose-by-weight · halal filter · generic substitution · adverse reaction loop.
Smart queue · appointment · no-show predict · billing · e-Invoice LHDN · panel claim.
Audit · Compliance · Guardrails — cross-cutting concern that protects every module. Sprint 1.1 deliverable.
Human-in-the-loop approval for high-risk actions (opioid, warfarin, controlled drugs)
PII redaction pre-LLM · 12 regex patterns · reversible token map (per-tenant scope)
CitationEnforcer · every clinical response must carry chunk_id from citation_library
Agent proposes, never executes · staff approve with mandatory reason
WORM audit_log · DB-trigger enforced · 7-year retention