1. 🎯 Sprint Summary
| Sprint | 7.1 (M12 PAEDS · Paediatrics-Deep) |
| Duration | 3 - 23 Jan 2028 (3 weeks · 15 working days) |
| Module | M12 PAEDS · first specialty |
| Goal | Weight-band dosing · WHO+MOH growth charts · vaccination schedule · 5 paeds CPG · paediatrician HITL queue · 50 tenants total |
| Capacity | 5 FTE (2 BE + 1 FE + 1 prompt + 0.5 DevOps + 1 Onboarding) + 0.5 Founder + 0.5 Doc Zam + 0.5 paediatric advisor |
| Velocity target | 95 SP |
| Demo date | 23 Jan 2028 |
2. 🧩 Module Scope
- Weight-Band Dosing: Age + weight + drug → safe dose calculation · 50+ paeds drugs · cap at adult dose · clinical advisor reviewed
- WHO + MOH Growth Charts: Height-for-age · weight-for-age · BMI-for-age · head circumference · plotted live in encounter
- Vaccination Schedule (MOH 2027): BCG · Hep B · DTP-Hib · OPV/IPV · MMR · JE · MOH National Immunisation Programme (NIP) auto-tracked
- Paeds CPG Library: Asthma · Fever · Gastroenteritis · Neonatal jaundice · Febrile seizure · WHO + MOH guidelines
- Paediatrician HITL Queue: Specialist override panel · pediatric-specific safety triggers · severity scoring
- Pediatric Triage Adaptations: Age-aware thresholds · < 3mo special handling · sepsis detection (PEWS score) · febrile under-5 protocol
- Parent-PA Integration: M1 Patient PA extends for parent-as-proxy · weight + age input · dosing calculator
- Vaccination Reminder Engine: Auto-WhatsApp reminders for upcoming NIP vaccines · per-child schedule · MOH compliance reporting
3. 🚦 Pre-Sprint Gate Checklist
- Phase 6 v1.3 closeout · 40 tenants stable · multi-region federation
- Paediatric clinical advisor onboarded (4 weeks · MOH-recognised paediatrician)
- Weight-band dose corpus seeded (BNF-c · DynaMed paeds · MOH paed formulary)
- WHO growth chart data sets imported · MOH adapted curves
- MOH 2027 NIP schema published · vaccine catalogue loaded
- 5 paeds CPG documents indexed in pgvector
- PEWS (Paediatric Early Warning Score) algorithm validated
- Paediatrician HITL flow drafted (severity + age-aware criteria)
- Test paediatric tenant clinic identified (3 paediatric-leaning clinics)
4. 📅 Day-by-Day Plan (15 days)
D1Mon 3 Jan · Schema + Dosing Engine
DB migrations · weight-band dosing engine · 50 drugs first batch.
DB migrations · weight-band dosing engine · 50 drugs first batch.
D2Tue 4 Jan · WHO Growth Chart Component
FE: live percentile plot · 0-5y / 5-19y · interactive · M4 encounter integration.
FE: live percentile plot · 0-5y / 5-19y · interactive · M4 encounter integration.
D3Wed 5 Jan · MOH NIP Schedule + Vaccination Tracker
2027 schedule · per-child completion · catch-up logic · MOH reporting.
2027 schedule · per-child completion · catch-up logic · MOH reporting.
D4Thu 6 Jan · Paeds CPG Library + RAG
5 CPGs indexed · pgvector · CitationEnforcer specialty filter.
5 CPGs indexed · pgvector · CitationEnforcer specialty filter.
D5Fri 7 Jan · Mid-Demo + Paediatric Advisor Review
Live mid-demo · advisor reviews 5 mock paeds encounters · clinical accuracy.
Live mid-demo · advisor reviews 5 mock paeds encounters · clinical accuracy.
D6Mon 10 Jan · PEWS + Pediatric Triage
PEWS scoring · age-aware triage thresholds · <3mo special handling.
PEWS scoring · age-aware triage thresholds · <3mo special handling.
D7Tue 11 Jan · Paediatrician HITL Queue
Specialist override panel · severity-driven · audit trail extension.
Specialist override panel · severity-driven · audit trail extension.
D8Wed 12 Jan · Parent-PA Integration
M1 extends for parent-as-proxy · weight + age · dosing calculator UI.
M1 extends for parent-as-proxy · weight + age · dosing calculator UI.
D9Thu 13 Jan · Vaccination Reminder Engine
Auto-WhatsApp · per-child schedule · MOH compliance reporting.
Auto-WhatsApp · per-child schedule · MOH compliance reporting.
D10Fri 14 Jan · Mid-Demo Round 2
3 paeds tenant clinics flip on · live patient encounters reviewed.
3 paeds tenant clinics flip on · live patient encounters reviewed.
D11Mon 17 Jan · Cross-Module Integration
M5 Pharmacy paeds dose check · M6 ADR paeds severity · M11 chronic care peds.
M5 Pharmacy paeds dose check · M6 ADR paeds severity · M11 chronic care peds.
D12Tue 18 Jan · Specialty Filament Resource
Per-tenant paeds dashboard · vaccination compliance · growth chart trends.
Per-tenant paeds dashboard · vaccination compliance · growth chart trends.
D13Wed 19 Jan · Hardening + Production Test
Doc Zam tenant + 3 paed clinics flipped on production · 24h monitor.
Doc Zam tenant + 3 paed clinics flipped on production · 24h monitor.
D14Thu 20 Jan · Pen-Test Light + 50th Tenant
M12 surface tested · 50th tenant onboarded via wizard.
M12 surface tested · 50th tenant onboarded via wizard.
D15Fri 21 Jan · Demo Prep + Polish
Demo deck · 50-tenant milestone · paeds adoption metrics.
Demo deck · 50-tenant milestone · paeds adoption metrics.
+Mon 23 Jan · Sprint Demo + Retro
9am demo · 11am retro · 2pm 7.2 (OG-Deep) prep.
9am demo · 11am retro · 2pm 7.2 (OG-Deep) prep.
5. 📦 Deliverables
| FR | Item | SP |
|---|---|---|
| FR-12.1 | Schema + weight-band dose engine (50 drugs) | 8 |
| FR-12.2 | WHO + MOH growth charts (live plot) | 8 |
| FR-12.3 | MOH 2027 NIP vaccination schedule | 5 |
| FR-12.4 | 5 paeds CPG library + RAG | 8 |
| FR-12.5 | PEWS + pediatric triage adaptation | 8 |
| FR-12.6 | Paediatrician HITL queue | 5 |
| FR-12.7 | Parent-PA proxy integration (M1 extension) | 5 |
| FR-12.8 | Vaccination reminder engine + MOH report | 5 |
| FR-12.9 | M5/M6/M11 cross-module paeds integration | 8 |
| FR-12.10 | Paeds Filament dashboard | 5 |
| FR-12.11 | Production rollout · 3 paeds clinics + Doc Zam | 5 |
| FR-12.12 | Paediatric advisor sign-off (50 sample) | 5 |
| FR-12.13 | Pen-test light · M12 surface | 3 |
| FR-12.14 | 50th tenant onboarded | 5 |
| FR-12.15 | Compliance pack update (paeds) | 3 |
| TOTAL | 86 SP |
6. 👥 Team Capacity
| Role | Allocation | Focus |
|---|---|---|
| Eng Lead / BE | 1.0 FTE | Dose engine · cross-module integration |
| BE Dev 2 | 1.0 FTE | NIP schedule · vaccination reminder · M9 audit ext |
| FE Dev | 1.0 FTE | Growth charts · paeds Filament · parent-PA UI |
| Prompt Eng | 1.0 FTE | Paeds CPG corpus · age-aware triage |
| DevOps | 0.5 FTE | WhatsApp infra · scale tuning |
| Onboarding Lead | 1.0 FTE | 3 paeds clinics + 50th tenant |
| Founder | 0.5 FTE | Specialty advisor BD · M12 launch |
| Doc Zam | 0.5 FTE | Cross-specialty oversight · clinical sign-off |
| Paediatric advisor | 0.5 FTE (heavy) | 50-sample review · HITL panel design · CPG validation |
7. 🔔 Sprint Ceremonies
- Mon 3 Jan 9am — Sprint Planning (90 min)
- Daily 9am — Standup (15 min · paeds advisor joins Tue/Thu)
- Fri 7 + Fri 14 Jan 4pm — Mid-sprint demos (60 min each)
- Mon 10 Jan 4pm — Paeds advisor 50-sample review (3 hours)
- Mon 23 Jan 9am — Sprint Demo (60 min)
- Mon 23 Jan 11am — Sprint Retro (60 min)
8. 🩺 Sign-off Items
- Weight-band dose accuracy ≥ 99% (50-sample BNF-c reference)
- Growth chart percentile plot accurate vs WHO published values
- MOH 2027 NIP schedule clinically correct (advisor verified)
- 5 paeds CPGs RAG retrieval accurate ≥ 95% specialty queries
- PEWS scoring matches advisor manual calc on 30 cases
- Pediatrician HITL queue clinically appropriate (severity flagging)
- Parent-PA proxy flow legally + clinically defensible
- Vaccination reminder accuracy + MOH compliance report passes
- Production rollout: 3 paeds clinics live · 0 P0 incidents
- Final demo (23 Jan) — written sign-off · paediatric advisor + Doc Zam
9. 🎬 Demo Agenda — 23 Jan 9am (60 min)
| Time | Segment |
|---|---|
| 0-5 | v2.0 narrative · M12 first specialty · 50-tenant milestone |
| 5-15 | Live paediatric encounter · 18mo child · weight-based dose · growth chart plotted |
| 15-25 | Vaccination tracker · NIP schedule · WhatsApp reminder demo |
| 25-35 | PEWS scoring on febrile child · paediatrician HITL queue trigger |
| 35-45 | Parent-PA proxy session · weight input · safe dose calculator |
| 45-55 | Cross-module: M5 paeds dose check · M6 ADR · M11 chronic asthma |
| 55-60 | Doc Zam + paeds advisor sign-off · 7.2 (OG) prep |
10. 🛡️ Contingency
| Risk | Trigger | Response |
|---|---|---|
| Paeds advisor unavailable | Personal/clinical conflict | Backup advisor identified · slip 50-sample review by 1 week |
| Dose calc accuracy < 99% | Audit fail | Tighten engine · clinical advisor mandatory override · iterate before launch |
| NIP schema drift | MOH 2027 update mid-sprint | Schema versioning · backwards-compatible · production stays on locked version |
| Pediatric clinic onboarding slow | < 2 of 3 by D14 | Phase exit at 2 paed clinics · 3rd in 7.2 stretch |
| Cross-module integration breaks | M5/M6 paeds compatibility | Feature flag rollback · iterate post-launch |