01
Intelligence Layer
Composable agent cards — prompt, skills, memory, MCP servers, and a typed tool library wired into one reusable, versioned object.
erdos_fai.intelligence
ErdosFAI · part of ErdosFL · Erdos Federated Agentic Intelligence
The execution layer for
governed AI agents.
ErdosFAI builds, tests, reinforces, and governs AI agents — then connects them to the systems you already run and drives real work to follow-through. One observable, audited runtime: composable agent cards, multi-agent pipelines, human-in-the-loop safety, continual learning, real-time insights, and a connected execution layer.
- 60+ connectors
- Runs offline, no key
- Audit-ready
- Apache-2.0
6tightly-integrated layers
60+pre-built connectors
8governed workflow templates
100%tamper-evident audit chain
How it works
From fragmented systems to governed execution
Three steps to put agents to work across the tools you already run — without replacing any of them.
01
Connect existing systems
Wire in EHRs, labs, ERPs, scheduling, and messaging with 60+ pre-built connectors. Auth lives in your vault — connectors only declare capability and whether they can write.
erdos_fai.execution.connectors
02
Configure governed workflows
Start from a healthcare- or operations-native template — or compose your own. Each declares triggers, risk thresholds, SLA & escalation ladders, and which actions require approval.
erdos_fai.execution.templates
03
Execute with full control
Dry-run first, then go live: score risk, gate every write behind RBAC approval, route tasks, escalate on breach, and capture it all in a hash-chained audit trail.
erdos_fai.execution.routing
The agentic lifecycle
Many tools. One platform.
01
Build
Compose agent cards from prompts, skills, memory, tools, and MCP servers.
BLUE 02
Test
Score agents against rigorous evaluation suites before they ship.
RED 03
Deploy
Run multi-agent pipelines with human-in-the-loop gates.
BLUE04
Reinforce
Learn from every trajectory — agents that improve release over release.
GREEN 05
Execute & Govern
Drive work across connected systems with policy, cost, and a tamper-evident audit trail.
GREENEnterprise agentic technology
Six tightly-integrated layers
Each layer is a real Python package. The core is standard-library only, so it reads, runs, and ships anywhere.
02
Orchestration Layer
Multi-agent pipelines — chain agents into steps that pass artifacts forward, with approval gates between them. Low-code by construction.
erdos_fai.orchestration
03
Safety Layer
Multi-approver human-in-the-loop governance, admin-configurable write gates, and PHI/PII-aware redaction on every input and output.
erdos_fai.safety
04
Learning Layer
Trajectory-driven evaluation and optimization, dataset synthesis, and refined memories written back to agents — versioned upgrades.
erdos_fai.learning
05
Insights Layer
Real-time cost & ROI dashboards, agent metrics, event-replay tracing, and a hash-chained, tamper-evident audit trail.
erdos_fai.insights
06
Execution Layer
NEWConnect real systems and drive governed workflows: 60+ connectors, workflow templates, risk scoring, task routing with SLA escalation, and RBAC — with dry-run simulation.
erdos_fai.execution
Build agents. Keep control.
Don't hand your agentic future to a single model provider — own the lifecycle, end to end.
Integrations
60+ pre-built connectors
Connect the systems you already run — across 13 categories — without ripping anything out. Every connector declares whether it can write, so the Safety Layer can gate side effects.
EHR
EpicOracle HealthMEDITECHathenahealthVeradigm
Interoperability
FHIR R4HL7 v2SMART on FHIRRedoxC-CDA
Labs & Diagnostics
LabcorpQuestLISPACS / DICOMRIS
Pharmacy
SurescriptsRxNorm
Scheduling & Capacity
Epic CadenceQGendaOutlook CalendarTeamup
Messaging & Notifications
Twilio SMSWhatsAppSlackTeamsPagerDuty
ERP & Finance
SAPOracle ERPWorkdayNetSuiteCoupa
Payments & Claims
StripeChange HealthcareAvailityWaystar
Identity & Access
OktaEntra IDAuth0
Data & Storage
SnowflakePostgresS3SFTP
Analytics & BI
TableauPower BILooker
Forms & Generic
DocuSignTypeformREST / WebhookMCPGraphQL
List the full catalog any time with erdos-fai connectors.
Use cases
One layer across clinical and operational workflows
Ship-ready templates that turn signals into governed follow-through. Browse them with
erdos-fai templates.
Clinical
Inpatient Deterioration & Early Escalation
Watch vitals and labs for deterioration trends and escalate to rapid response before a code.
Discharge Navigation
Surface discharge barriers and route prioritized remediation tasks to nurses and case managers.
Critical Results Management
Track critical lab and imaging results to closed-loop acknowledgement with audit.
Care Transitions & Follow-up
Assess discharge readiness and coordinate post-discharge appointments and med reconciliation.
Operational
Transfer & Capacity Planning
Surface expected capacity from admissions and discharges to plan transfers ahead of demand.
Hospital Capacity & Patient Flow
Optimize staff allocation against predicted census across ER, OR, and inpatient units.
Procurement Approval Routing
Route cross-system purchase requests through policy-based, multi-level approvals.
Insurance Utilization Review
Optimize utilization-review creation and prior-authorization for case managers.
How it fits together
One governed runtime, end to end
Get started
From idea to a governed, executed workflow in a few lines
Install
# clone, then from the repo root
pip install -e ./erdos-fai
# live Claude calls (optional)
pip install -e "./erdos-fai[anthropic]"Build & run a pipeline
from erdos_fai import Agent, AgentCard, Pipeline, Step
triage = Agent(AgentCard(
name="Triage",
system="You triage support tickets.",
))
pipe = Pipeline("support", [
Step("triage", triage, output_key="triage"),
])
print(pipe.run("Dashboard is down").final_output)Connect & execute a workflow
from erdos_fai import TEMPLATES, Simulator, Signal
wf = TEMPLATES.get("inpatient-deterioration")
# dry-run before anything touches a live system
report = Simulator().simulate(wf, signals=[
Signal("news2", 7, floor=0, ceiling=9),
])
print(report.render()) # executed=False, writes gatedNo API key? It runs offline on the built-in echo provider. Try
erdos-fai demo and erdos-fai execute. Set
ANTHROPIC_API_KEY to run on claude-opus-4-8.
Deployment
Run it your way
ErdosFAI is open source and runs anywhere — the deployment tiers describe support and scale, not a paywall on the framework.
Open Source
FreeApache-2.0
- All six layers, full source
- 60+ connectors & 8 templates
- Runs offline, no API key
- Community support
Team
Self-hostsingle department
- Everything in Open Source
- Custom connectors & templates
- RBAC & approval routing setup
- Onboarding & best-practice review
Enterprise / Private
Talk to usmulti-site & ICU
- Private deployment & data residency
- Complex inpatient & operational flows
- SSO, audit export, compliance review
- Priority support
The product suite
Plan · Build · Test · Execute · Govern — in one platform
Agent Builder
Compose deep agents — skills, tools, memory, MCP — with guardrails baked in.
Evaluation & QA
Continuous scoring, regression detection, and per-metric reports.
Continual Learning
Agents adapt in production, getting smarter with every run.
Workflow Execution
Connectors, templates, risk scoring, task routing, and SLA escalation.
Governance & Audit
HITL approvals, RBAC, write gates, cost control, and tamper-evident logs.
From signals to follow-through — across every connected system.
Build governed agents, connect them to your real tools, and put them to work safely.