Digital Twin Engine

A live, continuously updated model of the software system.

CodeWalkerAI models architecture, dependencies, execution paths, risks, AI-generated code, and operational behavior so teams can understand whether the software system is trustworthy before code ships.

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Microscope architecture screenshot — **System-Level Analysis** Move from architecture context to code-level proof without losing the digital twin.

Core Analysis Layers

Architecture model Maintain a live view of how files, services, and dependencies connect.

Validation layers Separate real packages, APIs, and symbols from AI-invented components.

Execution context Tie code changes to runtime paths, risks, and operational behavior.

Trust Signals

The outputs that make AI-generated software verifiable.

The engine surfaces architecture, dependency, execution, and hallucination signals in one system model so engineers can see what changed, where trust broke, and what it touches.

Architecture relationships

Live service and dependency topology
Drift across shared architecture boundaries
Generated code placed in system context

Dependency and API signals

Phantom APIs
Invalid dependency references
Relationships that do not resolve cleanly

Operational behavior

Move from a flagged node in the map to the execution path and software behavior it changes.

Trust Layer Pipeline

The analysis pipeline behind the trust layer.

Abstract syntax tree parsing
Dependency verification
Execution-path analysis
Repository history analysis
Architecture mapping
Dashboard surfacing

Visual diff screenshot — **Visual Diff** See where hallucinated changes alter logic across revisions.

Retrace screenshot — **Execution Context** Understand how fabricated code propagates at runtime.

Recon screenshot — **Architecture Context** Map broken relationships across the broader repository shape.

Digital Twin Outputs

Fake import

A non-existent package appears inside a service boundary and is highlighted immediately in the architecture map.

Phantom API

An endpoint or SDK reference without a real implementation is surfaced as a broken system dependency.

Invalid function