Hollywood Reborn | Private Manifold Infrastructure for AI Character Animation

See It In Action

Parametric Control Demo

Watch how our system provides real-time parametric control over character poses, eye gaze, and expressions—all through deterministic selection from our indexed manifold.

Try Interactive Demo

The Challenge

The Parametric Control Problem

AI video can generate stunning content—but studios need control over their own characters. Text prompts can't specify "23° left, 15° gaze offset." And when output looks right, how do you verify it passed spec?

Non-Deterministic

Text prompts like "character looking left with subtle smile" produce statistically plausible but unreproducible results. AI systems cannot reliably retrieve the same frame twice.

Pose Drift

Generated characters don't hold consistent poses between frames. Head angles, gaze direction, and expressions drift unpredictably—making automated pipelines unreliable.

No Verification Loop

Even if you get a good input frame, how do you verify the generated video actually matches your specifications? Current pipelines have no automated quality assurance.

Our Innovation

Private Manifold Infrastructure

We build queryable parametric manifolds for your characters—your IP, your style, your constraints. Then provide verification APIs to ensure generated output meets spec. Unit tests for AI video.

Your Character

Your IP, your style

Generated frames

Index

                            
Private Manifold
Your frames × 50 channels

                            head_jx, head_jy
                            eye_jx, eye_jy
                            42 expressions

Query

Hero Frame

Exact match

100% reproducible

🎭

Your Characters, Your Manifold

We index your IP—your characters, your style, your constraints. Private deployment available.

✅

Verification as QA

Pass/fail scoring on generated video. Did the output match the parametric spec? Automated regression testing for AI pipelines.

🔧

Pipeline Integration

APIs for agentic workflows. Plugin architecture for After Effects, Nuke, Blender. Enterprise SLAs available.

🔒

Provenance & Compliance

Full audit trail for AI-generated content. Consent tracking, licensing documentation, SAG-AFTRA alignment ready.

Under the Hood

The Extraction Pipeline

The core IP: a robust parametric extraction system that maps any character frame to a 50-dimensional embedding—and works across lighting, occlusion, and stylization.

Head Pose (4D): Joystick-style rotation, roll, depth
Eye Gaze (4D): Horizontal/vertical direction, blink, validity
Expressions (42D): Industry-standard blendshape weights
Design Variants: Explore how characters drift—or lock identity on demand

Read Technical Paper →

API Request

POST /api/v1/search

{
  "head_jx": -0.35,
  "head_jy": 0.12,
  "eye_jx": 0.0,
  "expression": "neutral",
  "gender": "female",
  "limit": 24
}

// Returns: 24 exact matches
// Latency: ~3ms
// 100% deterministic

Performance

Research Benchmark Metrics

2.7ms

Mean Query Latency

Benchmarked: 1,000 random queries

3.1ms

P95 Latency

Consistent under load

153K

Frames Indexed

Male + Female characters

100%

Reproducibility

Same query = Same result

Method	Time to Match	Reproducibility	Precision
Text Prompting (generate)	~45 seconds	0%	±15° head angle
ControlNet + Pose (generate)	~12 seconds	~60%	±5° head angle
Hollywood Reborn (search)	~3ms	100%	±0.5° head angle*

*Precision bounded by extraction pipeline accuracy. See methodology limitations.

Research Roadmap

From live demo to production infrastructure

The live index demonstrates the core system: deterministic frame selection, coordinate-based search, and the same extraction logic needed for generated-video verification.

Phase 1 · Now

Public live demo

Our 153K-frame demo proves the approach works. But the real product is building private manifolds for your characters—not searching our library.

153K frames indexed 50 parametric channels ~3ms latency

Phase 2 · 2026

Private Manifold Builder

Turn your studio's character into a queryable, verified control system. Upload your frames → we extract parameters → you get a private API.

Your IP, your manifold On-prem available

Phase 3 · 2027+

Verification Standard & Plugins

Become the "unit tests for AI video" provider. After Effects, Nuke, Blender plugins. Enterprise SLAs. The QA layer that production pipelines depend on.

Studio plugins Enterprise QA

See the Technology in Action

Our public demo shows what's possible. The real product: private manifolds for your characters, verification APIs for your pipeline, enterprise deployment for your security requirements.

Try Public Demo Discuss Your Use Case