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AIntropy

Universal Knowledge Perception

Messy video. Scattered documents. Siloed records.
One platform to make AI reason like natural intelligence.

Searching knowledge graph
Searching documents - 20 results
Thinking...
Searched 85M records in 0.2s

Built by the minds behind 50+ patents and 80+ research papers. Now making knowledge perceivable.

The Problem

400 million terabytes of data flows through the world every day.

Less than 5% has ever been read by any AI model you know.

Unstructured
Video
Sensors
Actions
Audio
Images
Structured
Text

Data is doubling every 2 years. LLMs alone can't keep up. Intelligent machines need a semantic layer for actions, trajectories, and sensory data.

Where we fit
We make AI understand reality.

Building the semantic infrastructure for Physical AI - making 90% of untapped enterprise data learnable and actionable, beyond language.

AIntropy World Models Healthcare Robotics Manufacturing BCI Autonomous Government + Legal

What We Have Built

Real data. Real scale. Verified.

Solutions

See what Kurious does today.

Live products. Real data. See the platform applied.

Live Cross-Format Cross-Domain

Multi-Format Government Intelligence

NJ 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

<5s

response time

See Platform in Action →
njopendata.aintropy.ai
Live Cross-Model Cross-Sensory

Video Moment Retrieval at Scale

Legal 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 video

94%

accuracy

See Video Retrieval →
kurious / legal video Deep Dive
The Engine
How we turn the world's data into searchable knowledge.

0 items perceived

From the Lab

Research, engineering, and stories.

94.89
94.89%
SQuAD · No Fine-Tuning
Research
Blended RAG: Improving RAG Accuracy with Semantic Search
Hybrid BM25 + kNN retrieval achieving 94.89% Top-5 on SQuAD. Published on arxiv.
Read paper →
4000
4,000hrs
One Needle Found
Engineering
Finding a Needle in 4,000 Hours of Legal Video
From single-pass retrieval to agentic deep thinking. Quick mode: 6.9s, 90% accuracy. Deep mode: 94%.
Read blog →
85M
85M
Records · 23 Agencies · 0.2s
Story
Your AI Has Never Seen Your Data
85 million records. 23 agencies. 8 formats. Every frontier model sees none of it. Here is why, and what we built.
Read blog →

Open Benchmarks on HuggingFace

Verify our results. Run your own models against our benchmarks.

#1
NJ Open Data
85M records, 23 agencies
View on HuggingFace →
#1
ChemRAG
Chemical domain retrieval
View on HuggingFace →
94%
Legal Videos
4,000+ hrs video benchmark
Coming soon
The Team

They pre-trained LLMs. Now building the foundation of AI's future.

Our team blends deep expertise in LLM pre-training, multi-modal AI, retrieval systems, and real-world enterprise deployment.

Build with us.

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