SKAPIAN LAB◆ CASE STUDY · 01 — ANTHROPIC HACKATHON WINNER
Multi-agent health prediction.
A fleet of single-condition agents, each running its own cadence over a wearable + medical record — then fused into one audit-trailed verdict.
1st
Anthropic Hackathon
4
Conditions tracked
100%
Audit trailed
2 wks
Concept to demo
— 01 / SYSTEM ARCHITECTURE
One coordinator. Four specialists.
Each agent owns one condition, ticks at its own frequency, and reports up to a coordinator that writes every decision to a shared audit log.
Cardiac
HR · BP · HRV trends
● 60s cadence
Sleep Apnea
SpO2 · respiration · sleep
● Nightly
Thyroid
TSH proxies · resting HR
● Daily roll-up
Diabetic
HbA1c sims · activity
● 4h cadence
— 02 / WHAT GOES IN
Three signal streams. One thread.
Luna Ring
Biosignals · 24/7
Medical Record
Prescriptions · history
Blood Reports
Lab panels · markers
— 03 / LIVE READOUT
What the clinician actually sees.
◆
VITALSYNC · LIVE
PATIENT · RAMESH GUPTA · 72M
● 4 AGENTS ACTIVE
HEART RATE
72BPM
SPO2
98%
HRV
44ms
CARDIAC
Moderate risk
SLEEP APNEA
Clear
THYROID
Clear
DIABETIC
Monitor
— 04 / AUDIT TRAIL
Every decision. Logged. Explained.
The judges flagged this as the difference between a demo and a system. Every agent writes its reasoning and sources to a shared thread.
14:32:04
CardiacSOURCES · HR · BP · HRV
Detected HRV trending down (44ms → 38ms over 48h). HR variance widening.
14:32:07
CoordinatorSOURCES · Cardiac · MedHistory
Correlating cardiac signal with patient's beta-blocker prescription. No conflict.
14:32:11
ThyroidSOURCES · RestingHR · TSH proxy
Resting HR within thyroid-normal envelope. No flag.
14:32:15
DiabeticSOURCES · Activity · Diet log
Activity drop + irregular fasting window — recommend HbA1c follow-up in 4 weeks.
14:32:20
CoordinatorSOURCES · All agents · final
Aggregated verdict: Cardiac MODERATE, Diabetic MONITOR. Routed to clinician.
— 05 / OUTCOME
From hackathon to architecture.
1st
Biology & Physical Health
100%
Decisions audit-trailed
4
Specialist agents
2 wks
Concept to demo
"The judges flagged the audit trail as the difference between a demo and a system."
— Anthropic Hackathon, Biology & Physical Health track
— 06 / BUILT WITH
The toolkit.
Claude (multi-agent)
Python
Frequency-scheduled agents
Audit-trail store
React Native
TimescaleDB
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