Agent Framework · Production-grade

AI agents that act.

Not prototypes. Not demos. Orynx runs production agents across healthcare, fintech, IoT, compliance, and communications — with intelligent context management, multi-tier memory, typed handoffs, and HIPAA-grade audit trails.

24+ Context StrategiesMulti-Tier Memory100+ LLM Providers4 Language SDKs

Three agent families

Each family is purpose-built for a domain — healthcare, compliance & communications, and developer & data intelligence — with production-grade reliability and enterprise compliance baked in.

Healthcare & Clinical Agents
Production

EHR Bridge

Universal Healthcare Integration

Real-time bidirectional sync across 78+ EHR platforms (Epic, Cerner, Allscripts, athenahealth) with FHIR R4 and HL7 support.

Production

Ambient Scribe

Clinical Transcription

Real-time SOAP note generation from doctor-patient conversations using Deepgram and Azure OpenAI. NHS- and HIPAA-compliant.

Production

DiaWound Analyzer

Computer Vision Triage

Camera-based wound classification, severity assessment, healing tracking, and red-flag alerts for diabetic care.

Production

MedSynth Generator

Synthetic Patient Data

Privacy-safe synthetic patient records for model training, simulation, and research. 100% HIPAA-compliant by design.

Compliance & Communications Agents
Production

ComplianceOS

Evidence Collection

Automates SOC 2, ISO 27001, and HIPAA evidence across 12+ tool integrations with continuous monitoring and audit-ready reporting.

Production

Policy Generator

Document Automation

AI-generated policy documents and control mappings derived from framework requirements and live infrastructure state.

Production

Call Center AI

Voice Triage

LiveKit + Gemini 2.0 voice agents with intelligent triage, multi-language routing (4+), and sub-500ms response handoff.

Production

CommBridge

Unified Communications

Single-API routing across Slack, Teams, Discord, email, voice, and push. Multi-language microservices (Go, Rust, Python, TS).

Developer & Data Intelligence Agents
Production

AutoPRD

Autonomous Dev Pipeline

Feedback → PRD → implementation → reviewed code. Claude Code agent loop with Docker-sandboxed execution and auto-generated test suites.

Production

Schema Interpreter

Data Discovery

Automatically identifies relevant tables, columns, FHIR resources, and relationships across connected systems.

Production

Query Generator

NL → SQL / FHIR

Converts natural language to optimized PostgreSQL, FHIR queries, or GraphQL with JOINs, filters, and aggregations.

Production

Result Explainer

Insight Synthesis

Transforms raw query results into business insights, clinical summaries, and actionable next-step suggestions.

Agent Architecture

Multi-agent orchestration in action

Every query flows through a coordinated pipeline of specialist agents — each with typed handoffs, explicit contracts, and full lineage tracking.

Natural Language Query
Conversation Manager
Schema Interpreter
Agent Orchestrator
Specialist Agents
Policy & Audit Layer
Write-Back / Response

6-Agent Conversation Flow

1

Conversation Manager

Analyzes query context, resolves references from session history

2

Schema Interpreter

Identifies relevant tables, columns, and relationships automatically

3

SQL Generator

Converts natural language to optimized PostgreSQL with JOINs

4

Query Validator

Security validation, performance analysis, injection prevention

5

Error Recovery

Automatic error detection and self-correction when validation fails

6

Result Explainer

Transforms results into business insights and actionable suggestions

Orynx Agents SDK

Enterprise-grade agent infrastructure

Provider-agnostic multi-agent framework with typed handoffs, cognitive graph memory, durable execution, and compliance-ready safety. 100+ LLM providers, four language SDKs.

24+ Context Strategies

Full shared, scoped, isolated, hierarchical, and more. Every agent gets exactly the context it needs — critical for PHI, PCI, and tenant-boundary enforcement.

Cognitive Graph Memory

Multi-tier memory (hot, warm, cold) modelling facts, experiences, beliefs, and summaries. LLM-powered extraction with deduplication and conflict resolution.

Typed Handoff Protocol

Explicit contracts between agents with type-safe handoffs. Stateful agents with validated transitions and full lineage tracking for every decision.

Multi-Language SDK

Python, TypeScript, Rust, and Go. First-class support across all four with identical APIs. Rust/Go core delivers up to 10x speedups.

Compliance-Ready Safety

Policy engine with anomaly detection and human escalation. GDPR, HIPAA, and PCI-DSS ready out of the box. Sandboxed code execution with resource limits.

Full Audit & Lineage

Complete audit trail of every agent action, decision, and data access. Data flow tracking and DLP presets for enterprise compliance.

Maturity Benchmarks

Production-proven performance

Real benchmarks from real deployments across healthcare, fintech, IoT, and compliance. Our agents are not prototypes — they run enterprise workloads at scale.

100+

LLM providers supported

24+

Swappable context strategies

78+

EHR connectors live

99.9%

System uptime

10x

Rust/Go core speedups

4

Language SDKs (Py, TS, Rust, Go)

agent.ts
import { Agent, GraphMemory } from '@orynx/agents'
const agent = new Agent({
name: 'patient-sync',
memory: new GraphMemory({
networks: ['episodic', 'semantic', 'procedural', 'belief'],
tiers: ['hot', 'warm', 'cold'],
}),
context: 'scoped',
handoff: { typed: true, lineage: true },
policy: { compliance: ['HIPAA', 'GDPR'] },
tools: ['ehr-bridge', 'comm-bridge', 'audit'],
})
await agent.run('Reconcile patient records across EHRs')
Developer Experience

Define once. Deploy everywhere.

The Orynx Agents SDK gives you typed, production-ready agents in under 15 lines of code. Cognitive graph memory, 24+ context strategies, typed handoffs, and compliance policy are built into the framework — not bolted on.

  • Python, TypeScript, Rust, and Go SDKs
  • Cognitive graph memory with multi-tier storage
  • Typed handoff protocol with explicit contracts
  • Full lineage tracking for every decision
  • 100+ LLM providers, MCP client + server
  • GDPR, HIPAA, and PCI-DSS ready out of the box
Cross-Domain IntelligenceR&D

Domain-specific agent swarms

Specialised agents working in concert across healthcare, fintech, IoT, and compliance. Neural reasoning concepts with MCTS-based planning and lookahead.

Clinical Reasoner

Multi-modal reasoning across imaging, labs, vitals, and unstructured notes

Care-Pathway Planner

MCTS-based optimal care-pathway recommendation with lookahead planning

Risk Forecaster

Neural risk scoring from longitudinal patient and financial data

IoT Telemetry Agent

Real-time anomaly detection across device fleets and clinical sensors

Knowledge Synthesizer

Cross-domain summarization across regulations, research, and live system state

Enterprise-Ready

Software that connects, automates, and scales.

Pick a platform off the shelf, or hire a dedicated team to build what you need from scratch. Most engagements do both.

HIPAA-alignedSOC 2 / ISO 27001 readyEnd-to-end encrypted