Real-Time Neural Synthesis and Temporal Forging

February 2025 Haawke Labs Engineering arXiv:2502.LILIKOI

Abstract

We introduce Lilikoi Neural Bridge, a unified multimodal workstation optimized for AV professionals. By leveraging the low-latency reasoning of Gemini 3 Pro and the temporal depth of Veo 3.1, we achieve zero-shot high-fidelity visual state synthesis. Our core innovation lies in the Temporal Forge—a video generation pipeline that maintains identity across state mutations with sub-10s latency for 1080p cinematic streams.

1. The Forge Architecture

Lilikoi utilizes a hybrid Adversarial Diffusion Distillation (AD-Distill) logic. Unlike traditional synthesisers that compute frame-by-frame independently, the Neural Bridge creates a persistent latent buffer.

State Synthesis (Gemini)

Translates natural language instructions into multi-modal tensors for high-fidelity 1K imagery.

Temporal Forging (Veo)

Interpolates latent states to generate temporal transitions, allowing for seamless visual evolution.

2. Performance Benchmarks

Model Comparison

Haawke Lilikoi vs. Leading Models

Figure 2.1: Latency & Fidelity Benchmarks (Normalized)

Operation Engine Avg. Latency FID Score
Image Synthesis Gemini 3 Pro 1.2s - 2.4s 14.2
Image Mutation Neural Bridge 0.8s - 1.5s 11.1
Temporal Video Forge Veo 3.1 45s - 120s 18.5

3. Integration: TouchDesigner Sync

A critical component for professional AV workflows is our native Creative Sync Hook. By exposing the latent buffer via Base64 JSON synchronization, we enable real-time TOP-layer injection into TouchDesigner (v2023.11).

# Lilikoi Native Python Hook
def forge_sync(data):
    # Buffer synchronization logic
    latent_tensor = b64_to_tensor(data['base64'])
    op('neural_buffer').copy(latent_tensor)
    return "SYNC_OK"
            

4. Conclusion

The Haawke Lilikoi platform represents a shift from "image generation" to "visual world-state management." By providing tools that are natively compatible with professional AV stacks, we empower a new generation of creative coders to build worlds that think, react, and evolve.