⚡ META-DAG

Pre-Generation Authority: A Structural Boundary

Meta-DAG Portfolio Demo

This demo intentionally stops before any model invocation.

It demonstrates a structural limit of current AI APIs.

[ View Demo Result ↓ ]

Interactive Demo

Enter any request to see structural enforcement:

Awaiting input...
Input
Classification
Authority Boundary
BLOCK (No Model Called)
No generation occurs beyond this point.

Ideal: Pre-Generation Authority

Input Received
Classification: UNDEFINED
Authority Check
BLOCK
No Model Invoked
✓ Authority enforced BEFORE generation

Gemini API Reality

Input Received
⚠ API Requires Full Input
Model Processes Request
Response Generated
Check Response ← Too Late
✗ Can only validate AFTER generation

Why This Demo Stops Here

This is not a bug. This is an API design limitation.

True pre-generation authority requires:

Gemini API provides generation-time constraints, not pre-generation denial.

Attempting to proceed would require one of these compromises:

The correct response: Stop building here.

This demo does not demonstrate capability.
It demonstrates a boundary.

If an AI system cannot refuse before generation,
then refusal is only cosmetic.
Why this demo stops here →

[Link to Challenge Article #2]