AI Agent & Automated Verification

gkNextEngine is designed from the ground up for AI-Native Workflows and Autonomous Agent Verification. Structured machine-readable assets and deterministic input driving form an efficient loop: "Generate → Run → Verify → Iterate".

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🤖 Why AI-Native?

1. Structured 3D Assets (SCAD / LDraw / Splats): AI models can directly write code-based OpenSCAD DSL scripts or LEGO brick definitions instead of wrestling with opaque binary 3D formats.
2. entt::meta Full Reflection System: All component properties are exposed via reflection metadata to C# scripting and autonomous inspection.
3. Deterministic Input Driving & Assertions: JSON scripts drive mouse/keyboard events and assert framerates, nodes, and rendering states.
4. Fast Hidden-Window Screenshots: Capture stable frames in seconds without popping windows or stealing OS focus via gnb shot.

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📸 Agent Visual Validation

# Capture image of a scene to a fixed path and exit immediately
gnb shot --scene assets/models/playground.glb

# Validate procedural SCAD model
gnb shot --target ScadStudio --scene assets/scad/source/beer_cup.scad --frames 60

# Capture with ImGui UI overlay
gnb shot --target AirportSim --ui

Output screenshot is saved to out/build/<preset>/screenshots/agent_validation.jpg.