Engineering capability
Technology selected for controlled, maintainable systems.
Axiom’s engineering approach prioritises explicit behaviour, testable contracts, operational visibility and clear human authority - not novelty for its own sake.
React and Node.js
OpenAI-compatible AI
Cloud-ready architecture
System qualities
The architecture matters more than a list of tools.
The Universal Readiness Engine and Axiom’s other product work are built around deterministic state, evidence provenance, bounded automation and reproducible outcomes.
01
Deterministic workflow and state
Explicit lifecycle states
Validated transitions
Stable identifiers
Replayable event history
02
Evidence and provenance
Source and version tracking
Evidence-to-requirement links
Recency and quality flags
Reproducible reports
03
Human-reviewed automation
Bounded proposals
Accept/edit/reject/defer
No silent mutation
Audit-ready review history
04
Asynchronous operations
Queued long-running work
Non-blocking user experience
Progress and failure states
Review only when the user chooses
05
Integration architecture
REST and event interfaces
Configurable adapters
Identity and access controls
Operational telemetry
06
Cloud and product delivery
Multi-tenant service patterns
CI/CD and test automation
Environment-based configuration
Supportable deployment
Implementation stack
A pragmatic modern stack.
Specific technologies may change by deployment context. The stable requirement is clean interfaces, safe state transitions and supportable operations.
Product interfaces
- React
- Material UI
- Responsive component systems
- Accessible interaction patterns
Services and data
- Node.js
- REST and webhook contracts
- Schema validation
- Relational and document data patterns
Workflow architecture
- Explicit state machines
- Event ordering
- Stable identifiers
- Evidence and action models
AI integration
- OpenAI-compatible endpoints
- Environment-based model configuration
- Bounded prompts
- Review proposal contracts
Cloud and delivery
- Docker
- CI/CD
- Environment configuration
- Monitoring and operational support
Security and governance
- Authentication and RBAC
- Audit trails
- Support access controls
- Safe administration and session management