Universal Knowledge Perception

Videos. Sensors. Docs.One semantic retrieval platform to make real world perceivable to digital and physical AI.

Searching knowledge graph
Searching documents - 20 results
Thinking...
Searched 85M records in 0.2s
4,000+VIDEO COGNITIONHours of Video Searched

Legal video moment retrieval. Find exact clips with timestamps across years of footage.

20-80xPhysical AICheaper Than Fine-Tuning

70B parameter model. No training required. Deploy in days, not months.

2.4MBiomedical AIChemical Reactions Indexed

ChemRAG benchmark. Retrosynthetic pathways. SMILES input, JSON output.

85MCROSS-MODAL AIRecords in 0.2 Seconds

23 NJ agencies. 8+ formats. PDFs, CSVs, scanned docs. One query spans all.

89.1%AGENTIC AIProduction Accuracy

928 real queries. Deep mode. Agentic reasoning with 3-layer attribution.

94.89%RAGSQuAD Accuracy

Top-5 retrieval. No fine-tuning. No frontier model. Just a better algorithm.

The Problem

∞ Chaos in. Clarity out.

Unstructured
  • Video
  • Audio
  • Images
  • Text
  • SMILES
Structured
  • Tables
  • Graphs
  • Sensors
  • Actions

Truly intelligent machines cannot be built by LLMs alone. Video Cognition is key to unlocking dark matter of real world data. Physical AI needs a semantic layer for perceiving actions, trajectories, and sensory data.

Our Stack. Our Fit.

From Raw Data to World Models.

Applications
  • World Models
  • Healthcare AI
  • Robotics AI
  • Autonomous
  • Defense
  • Manufacturing
  • Pharma
  • Legal AI
  • Government
  • Energy
  • BCI
  • Education
  • Finance
  • Physical AI
  • Surveillance
AIntropy
Semantic Infrastructure Layer
  • Polymath Index
  • Auto-tune Rankers
  • Didactic Queries
  • Multi-modal Graph
Raw Messy Dataunstructured, multi-modal, every format
Platform

Easily Embeddable Retrieval Engine.

Single Perception DB for All Physical AI Data.

Available

Kuration SDK

A Python SDK for curating gameplay into world-model training data. Runs raw gameplay, robot, and egocentric footage through a composable operators (windowing, features, filters, source-aware splits, sampling), for action-state consistency, collision oversampling, and SLAM trajectory recovery.

Coming soon

Kurious SDK

One video-native omni-modal platform for semantic search & retrieval of data in any format — telemetry, gameplay, PDF, sensors, EEG, CSV, video, JSON, text documents. Retrieve the exact answer with human intuition and source-cited results.

Solutions

See what Kurious does today.

Live products. Real data at massive scale. See the platform applied.

Live
Cross-Model
Cross-Sensory

Video Moment Retrieval at ScaleLegal Video Archives

4,000+ hours of city council meetings, planning hearings, and legislative sessions. Ask a question, get the exact video clip with timestamp.

4,000+hours of video94%accuracyRead more →
kurious / legal video Deep Dive
Live
Cross-Format
Cross-Domain

Multi-Format IntelligenceNJ Open Data

85 million records across 23 agencies and 8+ formats. Structured tables, scanned PDFs, policy documents. One query spans them all.

85M+records indexed<5sresponse timeRead more →
kurious / nj open data Live
In the Lab
World Models
Multi-Modal

Cross SensoryGameplay Clips for World Models

0.25 trillion gameplay clips across first-person shooters, simulations, and motion capture sessions. Actions, keystrokes, mouse inputs, environment states. One query retrieves the right training moment.

0.25 Trilliongameplay clipsMultimodalitiesComing Soon
kurious / cross-sensory In Development
From the Lab

Research and benchmarks.

Research papers, benchmarks, and engineering write-ups from the AIntropy team.

View all posts →
Open Benchmarks on HuggingFace
Verify our results. Run your own models against our benchmarks.
#1
NJ Open Data85M records, 23 agenciesView on HuggingFace →
#1
ChemRAGChemical domain retrievalView on HuggingFace →
#1
Legal Videoson 3 of 4 benchmarks4,000+ hrs video benchmarkView on HuggingFace →
The Team

They Pre-trained LLMs before, now building the new age database for Physical AI.

Backgrounds in LLM pre-training, multimodal AI, search retrieval engines and enterprise AI deployment.

Build with us.

We are looking for researchers and engineers who want to teach AI to perceive the world like living beings.

Join the Team

AI/ML Research
Perception Alchemist

Build the ML brain that understands the world through pixels, frequencies, and sensory streams. Ship products that define the next decade of spatial intelligence.

Apply →
Software Engineering
ML-Ops at Scale

Design the backbone that makes everything scale, perform, and make sense economically. Build infrastructure that optimizes, heals, and pays for itself.

Apply →
Product & Growth
Market Momentum Maker

Find Product-Market Fit, run lean growth experiments, and craft the story that makes people realize they can't live without us.

Apply →
Operations & Strategy
COO Builder

Partner with the CEO to translate vision into results. Build the operational backbone and AI tools to automate company operations at startup speed.

Apply →