Coordinating follow-up across agents
Multi-agent workflows that move past copilots into real clinical coordination: longitudinal reasoning, intelligent escalation, and agent-to-agent hand-off.
Agents Assemble was our global challenge to builders: wire real clinical workflows to the living record over MCP, A2A, and FHIR. These are the standout builds.
Winners and honourable mentions worth studying, a curated slice of the Agents Assemble Challenge. Filter by clinical domain.
Multi-agent workflows that move past copilots into real clinical coordination: longitudinal reasoning, intelligent escalation, and agent-to-agent hand-off.
Governed, longitudinal workflows that catch unresolved diagnostic follow-ups before they fail, combining agents, FHIR interoperability, and reasoning that prioritizes risk.
Clinical NLP and deterministic reasoning build audit-defensible systems that read unstructured notes, find coding gaps, and surface reimbursement insight.
Proactive agents combine FHIR context, scheduling, and a voice interface to prioritize what matters before care begins.
An A2A consult agent monitors recovery, weighs pharmacogenomic risk, classifies escalation severity, and drafts medication updates.
Agent orchestration, FHIR context, and deterministic CMS rule validation generate discharge orders and coordination workflows in seconds.
Converts unstructured clinical documents into terminology-grounded FHIR resources with provenance, clinician review, and approval before write-back.
A FHIR-augmentation MCP turns notes, outside records, and transcripts into structured updates with provenance, coding, conflict detection, and approval.
Coordinated specialist agents manage maternal and newborn care transitions with FHIR-native context and evidence-backed clinical reasoning.
MCP tools and A2A agents over SHARP+FHIR surface maternal risk, lab trends, SDOH barriers, and neonatal impact with evidence-backed planning.
FHIR-native multi-agent workflows detect patient barriers and turn fragmented dental data into staff-ready, personalized outreach plans.
Patient-specific, culturally aware surgical consent with A2A handoffs, FHIR-grounded risk data, and clear communication in Hindi.
Federated, multi-specialist agents coordinate across complex workflows with A2A orchestration, narrated dispatch, and auditable specialist reasoning.
A2A agents and FHIR context transform unstructured pathology and radiology into tumor board briefs with deterministic staging, provenance, and review.
Pediatric agents over live FHIR detect deterioration, validate medication safety, generate I-PASS handoffs, and write bilingual parent summaries.
Multi-agent workflows that move past copilots into real clinical coordination: longitudinal reasoning, intelligent escalation, and agent-to-agent hand-off.
Governed, longitudinal workflows that catch unresolved diagnostic follow-ups before they fail, combining agents, FHIR interoperability, and reasoning that prioritizes risk.
Clinical NLP and deterministic reasoning build audit-defensible systems that read unstructured notes, find coding gaps, and surface reimbursement insight.
Proactive agents combine FHIR context, scheduling, and a voice interface to prioritize what matters before care begins.
An A2A consult agent monitors recovery, weighs pharmacogenomic risk, classifies escalation severity, and drafts medication updates.
Agent orchestration, FHIR context, and deterministic CMS rule validation generate discharge orders and coordination workflows in seconds.
Converts unstructured clinical documents into terminology-grounded FHIR resources with provenance, clinician review, and approval before write-back.
A FHIR-augmentation MCP turns notes, outside records, and transcripts into structured updates with provenance, coding, conflict detection, and approval.
Coordinated specialist agents manage maternal and newborn care transitions with FHIR-native context and evidence-backed clinical reasoning.
MCP tools and A2A agents over SHARP+FHIR surface maternal risk, lab trends, SDOH barriers, and neonatal impact with evidence-backed planning.
FHIR-native multi-agent workflows detect patient barriers and turn fragmented dental data into staff-ready, personalized outreach plans.
Patient-specific, culturally aware surgical consent with A2A handoffs, FHIR-grounded risk data, and clear communication in Hindi.
Federated, multi-specialist agents coordinate across complex workflows with A2A orchestration, narrated dispatch, and auditable specialist reasoning.
A2A agents and FHIR context transform unstructured pathology and radiology into tumor board briefs with deterministic staging, provenance, and review.
Pediatric agents over live FHIR detect deterioration, validate medication safety, generate I-PASS handoffs, and write bilingual parent summaries.
Every submission to the Agents Assemble Challenge was evaluated by a panel of clinicians, health-AI architects, and platform engineers.






Bring a workflow. We will help you wire agents to the living record over MCP, A2A, and FHIR. No rip and replace.
