Independent AI Research Lab · Building Consumer & Enterprise AI Products

Selection over Generation

Build private parametric manifolds for your own characters. Select frames with mathematical precision. Power enterprise pipelines and consumer apps alike. Making AI character animation accessible at every scale.

153K Indexed Frames
50 Parametric Channels
~3ms Query Latency
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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.

The Parametric Control Problem

AI video can generate stunning content—but both studios and everyday users need control. Whether you're building production pipelines or consumer apps, you need determinism, not randomness.

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.

AI Technology That Works

We build deterministic AI animation technology that powers everything from enterprise production pipelines to consumer-friendly applications. APIs for developers, products for users.

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
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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.

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Pipeline Integration

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

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Provenance & Compliance

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

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
  • Identity (roadmap): Face embedding for drift detection
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

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.

From Research to Products

We're turning research into real products. Consumer applications launching Q1 2026, developer APIs to follow.

Phase 1 · Now

Public Demo (Proof-of-Concept)

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 · Q1-Q2 2026

Consumer Products & APIs

Launch consumer-facing applications powered by our technology. Release public APIs for developers to build their own integrations.

Consumer apps Developer APIs
Phase 3 · 2027+

Global Scale

Expand internationally. Launch additional AI-powered products. Enterprise partnerships and studio integrations.

Global expansion Enterprise tier

See the Technology in Action

Our public demo shows what's possible. We're building consumer products and developer APIs that make AI animation technology accessible to everyone—launching Q1 2026.