MLOps / AI & Data Science

MATHCYX Cloud Infrastructure

A provider-neutral operations foundation for deploying, securing, observing and recovering the services that power the MATHCYX ecosystem.

ongoingStaging infrastructure

Problem & context

Problem

Multiple domain services need consistent deployment, networking, secrets delivery, TLS, health checks, tracing, rollback and backup without locking business data to one hosting provider.

Intended users

MATHCYX engineering and operations teams responsible for reliable staging and future production services.

Role and contributions

Cloud architecture, deployment design, security boundaries and operational verification

Dataset / inputs

Service descriptors, environment topology, secret references, edge-routing rules, health contracts and operational runbooks.

Methods & architecture

Provider-neutral service descriptions map onto an active Node/container hosting profile with managed PostgreSQL and Cloudflare at the edge. A Workers and Hyperdrive profile remains a future target for compatible services.

CloudflarePostgreSQLContainersTLSObservability

Implementation

  1. Define isolated development, staging and production environments
  2. Standardize service build and run descriptors
  3. Configure DNS, TLS, edge routing and rate limiting
  4. Establish health checks, structured logs and request tracing
  5. Document deployment, verification, rollback and backup procedures

Current evidence

The current implementation verifies the project foundation below; broader outcome claims will be added after evaluation.

StagingActive deployment target
PostgreSQLCanonical datastore
Provider-neutralArchitecture

Limitations & next steps

Current status
Production is not yet activated, and the Cloudflare Workers/Hyperdrive profile is a target rather than the active runtime.

Validate staging operations, recovery and observability before promoting the same service contracts to production.

Attribution & licence

Private MATHCYX infrastructure. The public company platform is the only linked external destination.