1. 🎯 Sprint Summary
| Sprint | 6.1 (Penang Pilot Rollout) |
| Duration | 4 - 24 Oct 2027 (3 weeks · 15 working days) |
| Goal | Onboard 5 Penang cohort clinics · Hokkien dialect corpus · cultural mediator field rep · proven non-KV state expansion · 25 tenants live total |
| Capacity | 5 FTE (1 BE + 1 FE + 1 prompt + 1 DevOps + 1 Onboarding) + 0.5 Penang field rep + 0.5 Founder + 0.3 Doc Zam |
| Velocity target | 90 SP |
| Demo date | 24 Oct 2027 |
2. 🏥 Cohort Plan
| Clinic | Location | Profile | Onboard week |
|---|---|---|---|
| Cohort PG-01 | George Town centre | Solo GP · Mandarin/Hokkien primary | W1 |
| Cohort PG-02 | Bayan Lepas (industrial area) | Group practice · 3 doctors · MNC employee panel | W1 |
| Cohort PG-03 | Tanjung Tokong | Family medicine · multi-ethnic patient mix | W2 |
| Cohort PG-04 | Air Itam | Heritage area · senior population · Hokkien-heavy | W2 |
| Cohort PG-05 | Bukit Mertajam (mainland) | Mainland Penang · cross-bridge patient flow | W3 |
3. 🚦 Pre-Sprint Gate Checklist
- Phase 5 v1.2 closeout · 20 tenants stable
- Penang field rep onboarded (4 weeks · Penang-based · Hokkien fluent)
- 5 Penang clinic LOIs signed (3 minimum to proceed)
- Hokkien medical idiom corpus seeded · 300+ phrases · clinical advisor reviewed
- M1-CN (Mandarin) Penang-tuned · Hokkien fallback handling
- Self-service onboarding wizard tested with Penang clinic test account
- Hardware (tablets · printers · array mics) shipped to all 5 sites
- Local OpenAI quota top-up (gpt-4o-mini · 2M tokens reserved)
- Network audit per clinic · backup 4G failover confirmed
- Doc Zam virtual sign-off slot booked per cohort
4. 🧩 Sprint Scope
- Hokkien Corpus: 300+ medical idiom phrases · "phow huat" (high BP) · "tio kha" (gout) · phonetic-romanised matching
- M1-CN Hokkien Fallback: Mandarin response when patient mixes Hokkien · cultural medical concepts (sio re koor "cool body") clinically mapped
- 5 Cohort Onboardings: Self-service wizard + Penang field rep co-pilot · 2-day cycle target each
- Multi-Tenant Region Tag: Tenants tagged with state code (PNG/JHR/KUL/etc) · region-aware analytics
- Local Pharmacy Network: Penang pharmacy partner directory loaded · M5 dispense-anywhere routing
- Cross-Bridge Patient Flow: Patient on island clinic, prescription dispensed mainland (M8 + M5 integration)
- Cultural Patient Education: Top 30 conditions Hokkien narration · TCM-clinical bridge content (NOT endorsement)
- Penang Regional Dashboard: Per-state Filament dashboard · cohort PNG · BD pipeline visibility
- Field Rep Tooling: Onboarding Lead handoff portal · cohort progress · escalation channel
5. 📅 Day-by-Day Plan (15 days)
D1Mon 4 Oct · Kickoff + Hokkien Corpus
Sprint planning · Hokkien corpus first 150 phrases ingested · region tag schema migration.
Sprint planning · Hokkien corpus first 150 phrases ingested · region tag schema migration.
D2Tue 5 Oct · M1-CN Hokkien Fallback Logic
Mandarin code-mix detection extended · Hokkien phonetic match · clinical advisor review 50 samples.
Mandarin code-mix detection extended · Hokkien phonetic match · clinical advisor review 50 samples.
D3Wed 6 Oct · Cohort PG-01 Onboarding (D1)
George Town centre clinic via wizard · field rep on-site · staff training.
George Town centre clinic via wizard · field rep on-site · staff training.
D4Thu 7 Oct · Cohort PG-01 Live + Cohort PG-02 Start
PG-01 first real patients · PG-02 Bayan Lepas onboarding kicks off.
PG-01 first real patients · PG-02 Bayan Lepas onboarding kicks off.
D5Fri 8 Oct · Mid-Demo + Hokkien Corpus 150 More
Hokkien corpus expanded to 300 · live demo of 2 cohort clinics · field rep feedback loop.
Hokkien corpus expanded to 300 · live demo of 2 cohort clinics · field rep feedback loop.
D6Mon 11 Oct · Cohort PG-02 Live + PG-03 Start
PG-02 live · PG-03 Tanjung Tokong starts.
PG-02 live · PG-03 Tanjung Tokong starts.
D7Tue 12 Oct · Local Pharmacy Network Load
Penang pharmacy directory · M5 dispense-anywhere · cross-bridge routing tested.
Penang pharmacy directory · M5 dispense-anywhere · cross-bridge routing tested.
D8Wed 13 Oct · Cohort PG-03 Live + PG-04 Start
PG-03 live · PG-04 Air Itam (Hokkien-heavy heritage) starts.
PG-03 live · PG-04 Air Itam (Hokkien-heavy heritage) starts.
D9Thu 14 Oct · Cultural Patient Education
Top 30 conditions Hokkien narrated · TCM-clinical bridge content · Doc Zam review.
Top 30 conditions Hokkien narrated · TCM-clinical bridge content · Doc Zam review.
D10Fri 15 Oct · Mid-Demo Round 2
4 cohort clinics live · Penang field rep aggregate report · Hokkien adoption metrics.
4 cohort clinics live · Penang field rep aggregate report · Hokkien adoption metrics.
D11Mon 18 Oct · Cohort PG-04 Live + PG-05 Start
PG-04 live · PG-05 Bukit Mertajam starts (mainland).
PG-04 live · PG-05 Bukit Mertajam starts (mainland).
D12Tue 19 Oct · Cross-Bridge Patient Flow
M8 continuity tested · island patient → mainland Rx dispense · audit verified.
M8 continuity tested · island patient → mainland Rx dispense · audit verified.
D13Wed 20 Oct · Penang Regional Dashboard
Filament page · cohort PNG metrics · BD pipeline · Doc Zam state-level review.
Filament page · cohort PNG metrics · BD pipeline · Doc Zam state-level review.
D14Thu 21 Oct · Cohort PG-05 Live + Hardening
PG-05 live · 5/5 cohort done · scale stress test on Penang region traffic.
PG-05 live · 5/5 cohort done · scale stress test on Penang region traffic.
D15Fri 22 Oct · Demo Prep + Polish
Demo deck · Penang playbook · 25-tenant milestone narrative.
Demo deck · Penang playbook · 25-tenant milestone narrative.
+Mon 24 Oct · Sprint Demo + Retro
9am demo · 11am retro · 2pm 6.2 (Kuching+KK) prep.
9am demo · 11am retro · 2pm 6.2 (Kuching+KK) prep.
6. 📦 Deliverables
| FR | Item | SP |
|---|---|---|
| FR-6.1.1 | Region tag schema migration · all tables | 5 |
| FR-6.1.2 | Hokkien medical idiom corpus 300+ | 8 |
| FR-6.1.3 | M1-CN Hokkien fallback + code-mix | 8 |
| FR-6.1.4 | 5 cohort clinic onboardings via wizard | 13 |
| FR-6.1.5 | Penang pharmacy network directory | 5 |
| FR-6.1.6 | M5 dispense-anywhere cross-bridge routing | 8 |
| FR-6.1.7 | M8 continuity cross-bridge patient flow | 8 |
| FR-6.1.8 | Cultural patient education (30 conditions Hokkien) | 5 |
| FR-6.1.9 | Penang regional Filament dashboard | 5 |
| FR-6.1.10 | Field rep tooling + handoff portal | 5 |
| FR-6.1.11 | Cultural advisor sign-off (Hokkien) | 3 |
| FR-6.1.12 | Penang playbook documentation | 3 |
| FR-6.1.13 | Scale stress test on Penang region traffic | 5 |
| FR-6.1.14 | Demo + retro + 6.2 handover | 5 |
| TOTAL | 86 SP |
7. 👥 Team Capacity
| Role | Allocation | Focus |
|---|---|---|
| Eng Lead / BE | 1.0 FTE | Region tag · M5 routing · M8 continuity |
| FE Dev | 1.0 FTE | Penang regional dashboard · field rep portal |
| Prompt Eng | 1.0 FTE | Hokkien corpus · M1-CN tuning |
| DevOps | 1.0 FTE | Hardware shipping coord · region scale tuning |
| Onboarding Lead | 1.0 FTE | 5 cohort wizard guidance · field rep coordination |
| Penang field rep | 0.5 FTE (Penang-based) | On-site cohort onboarding · cultural mediation |
| Founder | 0.5 FTE | BD · clinic LOIs · regional networking |
| Doc Zam | 0.3 FTE | Clinical sign-off per cohort · Hokkien content review |
| Hokkien clinical advisor | 0.2 FTE | Corpus + cultural validation |
8. 🔔 Sprint Ceremonies
- Mon 4 Oct 9am — Sprint Planning (90 min)
- Daily 9am — Standup (15 min · field rep joins virtually)
- Fri 8 + Fri 15 Oct 4pm — Mid-sprint demos (45 min each)
- Per-cohort sign-off — Doc Zam virtual review on cohort go-live day
- Mon 24 Oct 9am — Sprint Demo (60 min · all 5 cohort wins shown)
- Mon 24 Oct 11am — Sprint Retro (60 min)
9. 🩺 Sign-off Items
- Hokkien corpus accuracy ≥ 85% on 50 sample sessions (Hokkien advisor)
- M1-CN code-mix Mandarin↔Hokkien acceptable to clinical advisor
- 5 cohort clinics onboarded · all reach Day-3 first patient
- Penang clinic NPS ≥ 60 in week-2 sample
- Cross-bridge dispense flow clinically + legally defensible
- Region tag scoping zero cross-tenant data leak (pen-test light)
- Final demo (24 Oct) — written sign-off · Doc Zam + advisors
10. 🎬 Demo Agenda — 24 Oct 9am (60 min)
| Time | Segment |
|---|---|
| 0-5 | Penang narrative · 25-tenant milestone |
| 5-15 | Live Hokkien-speaking patient session · M1-CN code-mix · Mandarin response |
| 15-25 | 5 cohort tour · field rep cameo · live tenant analytics |
| 25-35 | Cross-bridge patient flow · island doctor → mainland pharmacy dispense |
| 35-45 | Penang regional dashboard · BD pipeline · adoption metrics |
| 45-55 | Cultural patient education excerpt · TCM-clinical bridge ethics |
| 55-60 | Doc Zam + Hokkien advisor sign-off · 6.2 (Kuching+KK) prep |
11. 🛡️ Contingency
| Risk | Trigger | Response |
|---|---|---|
| LOI signing slow | < 3 LOIs by Sprint 6.1 D1 | Activate KL-based clinic backup · slip Penang to 6.1.5 stretch |
| Hokkien advisor unavailable | Personal conflict | Mandarin-only fallback · Hokkien stretch to 6.1.5 stretch |
| Hardware shipping delay | Vendor slip | Pool spare from KV stock · expedite via local Penang vendor |
| Field rep absence | Personal emergency | Onboarding Lead flies in · slip last 2 cohorts by 1 week |
| Cultural feedback critical | Hokkien content seen as inauthentic | Pause rollout · Hokkien advisor intensive · re-content next sprint |