TROUVE LABS PORTFOLIO
Deep Tech Portfolio
& Core IP.
We don't just conduct research; we build companies. Explore the core technologies that have graduated from the lab into sovereign production.
Active Ventures
Core Research Tracks
Agent-Based Systems
Autonomous agents collaborating over distributed graphs to solve complex, multi-step problems.
Graph Reasoning & Optimization
Dynamic graph construction, aggregation, and real-time inference for structural knowledge.
Cryptographic AI
Zero-Knowledge Proofs (ZKPs), secure aggregation, and encrypted computation.
Federated Learning & MLOps
Decentralized model training with verifiable updates, preserving data sovereignty.
Audio & Video Intelligence
Federated perception with privacy guarantees, processing streams at the edge.
Perception
From Research to Real-World Intelligence
How Trouve Labs technologies graduate into operational systems
Research (Trouve Labs)
World Models
Understanding dynamic, real-world environments
Multimodal Intelligence
Vision + Sound + Sensor fusion
Temporal Systems
Continuous tracking, prediction, sequence modeling
Signal Processing
Exoracting structure from noisy, real-world inputs
Graduation → Operational Systems
Real-Time Multimodal Perception
• Multi-camera ingestion (synchronized streams)
• Audio + environmental signal fusion
• Low-latency inference pipelines
System Awareness
• Cross-sensor reasoning
• Environmental state modeling
• Decision-ready outputs
Continuous Understanding
• Object tracking across time (not frames)
• Behavior + anomaly detection
• Context-aware scene modeling
Products - Available Today
Perception Platform
Real-time perception across video, audio, and sensors
Vision
Multi-camera tracking, detection, segmentation
Sound
Acoustic intelligence and event detection
Sensors
Environmental awareness and telemetry integration
• Sub-second multimodal inference latency
• Cross-camera tracking with temporal consistency
• Robust performance in noisy environments
• Production-grade deployment (edge/on-prem)
Graduated Systems
The Venture Science Model
We operate at the intersection of deep research and venture building. Every project is designed to become a sovereign capability.
Designed for decentralization from day one.
Built with cryptographic guarantees (ZKPs).
Evaluated under real-world network constraints.
Intended for sovereign, on-premise deployment.
Integrated directly into operational stacks.
Focus on system-level emergent intelligence.
Validation Beyond Accuracy
Traditional benchmarks focus on static accuracy. We evaluate research based on operational viability.
System Performance
Under high load & concurrency
Latency & Resilience
Network partition tolerance
Privacy Preservation
Mathematically verified
Verifiability
Cryptographic proof of compute
Stability
Long-term operational uptime
Venture Creation Process
01
Research
Hypothesis & Mathematical Proof
02
Prototype
Isolated Sandbox Validation
03
System
Integration & Architecture
04
Spin-out
Sovereign Deployment & Scale
GraphRAG Research
Federated AV Research
OR + Graph Opt.
