Technology

Nobody Owns the Assurance Graph

Akshay Chalana
Akshay Chalana May 21, 2026

Opening

Modern engineering organizations use dozens of tools:

  • DOORS
  • Jira
  • Polarion
  • simulation systems
  • PLM systems
  • test infrastructure
  • telemetry platforms
  • architecture tooling

Each tool manages individual artifacts. Nobody manages the relationships.

Core Thesis

The future of safety-critical engineering is the assurance graph.

What Is the Assurance Graph?

A continuously synchronized graph connecting:

  • hazards
  • requirements
  • architecture
  • controls
  • code
  • tests
  • incidents
  • telemetry
  • operational assumptions
  • safety arguments

Why Existing Systems Fail

Requirements systems manage requirements. Test systems manage tests. Ticketing systems manage changes.

But no system continuously reasons across:

  • dependency relationships
  • assumption propagation
  • evidence invalidation
  • operational impact

Why This Matters

Most critical failures under change are graph failures.

Examples:

  • software timing changes invalidate braking assumptions
  • perception stack updates invalidate scenario coverage
  • supplier firmware changes invalidate safety arguments

The Shift

The safety case becomes:

  • generated state
  • a projection of the graph
  • continuously synchronized

Not a manually assembled PDF.

Closing

The next decade of safety engineering will belong to systems that understand relationships, not just artifacts.

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