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Real-Time Enterprise Architecture

ChromaFlow’s architecture is optimized for real-time, global-scale AI development. Deployed on Cloudflare’s edge network, it combines Remix for routing, Durable Objects for state, and streaming protocols for instantaneous interactions—all while maintaining enterprise-grade security and observability.
Edge-Optimized

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Global Real-Time

Sub-50ms latency via Cloudflare Workers, SSE, and WebSockets for seamless collaboration.

Stateful Intelligence

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Durable Objects

Persistent agent state across sessions, enabling multi-turn conversations and team sync.

Secure Scale

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Enterprise Guardrails

Auth0 RBAC, RLS, and encrypted secrets ensure compliance at petabyte scale.

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Neural Architecture Diagram

This diagram illustrates the real-time flow: Requests hit edge-routed Remix actions, authenticate, orchestrate AI via streaming, persist state in Durable Objects, and broadcast updates via WebSockets—all executed globally.

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Real-Time Data Flow

  1. Ingress & Auth – Requests land on Cloudflare Pages (functions/[[path]].ts), mounting Remix (app/root.tsx). Auth0 validates sessions server-side.
  2. Streaming Orchestration – Chat endpoints (app/routes/api.chat.ts) initiate Claude streams. SSE delivers deltas; tool calls trigger parallel integrations.
  3. State Management – Durable Objects (app/lib/agents/core/agent-state-manager.ts) handle WebSocket upgrades and message routing. Broadcast progress to subscribers.
  4. Integration Rail – API routes (app/routes/api.integrations.*) execute OAuth, data sync, and webhooks with retries and observability.
  5. Egress & Persistence – Responses stream to clients; state saves to Supabase. Edge caching minimizes latency.
Latency Breakdown (Enterprise Benchmarks):
ComponentAvg Latency99th PercentileOptimization
Edge Routing5ms12msCloudflare Anycast
Auth Validation20ms50msToken Caching
LLM Streaming80ms150msModel Sharding
WebSocket Broadcast15ms30msDurable Object Affinity
DB Persistence10ms25msSupabase Edge

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Scalability Patterns

  • Horizontal Scaling – Cloudflare auto-scales Workers; Remix routes are stateless except for Durable Objects, which partition by ID for linear scaling.
  • Multi-Tenancy – Tenant isolation via Auth0 organizations and Supabase RLS. Bind separate Durable Object namespaces per enterprise customer.
  • Caching Strategy – Edge-side caching for static assets (Vite-built); Redis/Durable Storage for session data (TTL: 1h).
  • Load Balancing – Global anycast routing; failover to secondary regions if latency >100ms.
  • Rate Limiting – Per-user quotas enforced in middleware; Stripe-integrated billing for overages.
For 10k+ concurrent users: Deploy with wrangler.toml multi-region bindings; monitor via Cloudflare Analytics.

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Security Layers

ChromaFlow embeds defense-in-depth:
  • Identity – Auth0 with MFA, anomaly detection, and just-in-time scopes.
  • API Gateway – Remix middleware validates tokens, rate limits, and sanitizes inputs.
  • Data Protection – Supabase RLS policies; encrypted secrets in Cloudflare KV. Stripe PCI compliance for payments.
  • Real-Time Security – WebSocket origins validated; messages encrypted end-to-end. Durable Objects isolate tenant state.
  • Compliance – SOC 2 ready; audit logs in Supabase for all actions. GDPR via data residency controls.
ThreatMitigationMonitoring
Token TheftShort-lived JWTs, rotationAuth0 logs
DDoSCloudflare WAFRate metrics
Data LeakRLS, encryptionSupabase audits
InjectionInput validationSentry alerts

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Observability & Monitoring

  • Metrics – app/lib/.server/llm/monitoring.ts exports Prometheus-compatible stats (tokens, latency, errors).
  • Tracing – Distributed traces via Cloudflare Logs; integrate with Datadog/New Relic.
  • Alerts – Webhook to Slack/Intercom on 5xx errors or quota breaches.
  • Health Checks – /health endpoint verifies integrations and DB connectivity.

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Extensibility for Enterprise

  • Custom Agents – Extend AgentStateManager for domain-specific logic; deploy as new Durable Object classes.
  • Federated Deployments – Use Wrangler to create per-customer environments with isolated secrets.
  • API Extensions – Add routes under app/routes/api.custom.*; auto-generate OpenAPI docs.
For architecture deep-dives, explore architecture-diagram.html or contact architecture@chromaflow.ai. This blueprint powers ChromaFlow’s real-time enterprise velocity—secure, scalable, and ready for orbit.