TROUVE LABS PORTFOLIO

TROUVE LABS PORTFOLIO

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

Active Ventures

Active Ventures

Core Research Tracks

Agent-Based Systems

Autonomous agents collaborating over distributed graphs to solve complex, multi-step problems.

Agent-Based Systems

Autonomous agents collaborating over distributed graphs to solve complex, multi-step problems.

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.

Graph Reasoning & Optimization

Dynamic graph construction, aggregation, and real-time inference for structural knowledge.

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.

Cryptographic AI

Zero-Knowledge Proofs (ZKPs), secure aggregation, and encrypted computation.

Cryptographic AI

Zero-Knowledge Proofs (ZKPs), secure aggregation, and encrypted computation.

Federated Learning & MLOps

Decentralized model training with verifiable updates, preserving data sovereignty.

Federated Learning & MLOps

Decentralized model training with verifiable updates, preserving data sovereignty.

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.

Audio & Video Intelligence

Federated perception with privacy guarantees, processing streams at the edge.

Audio & Video Intelligence

Federated perception with privacy guarantees, processing streams at the edge.

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

LIVE METRICS

Key Benchmarks

Comparative G-RAG Accuracy

vs. Standard RAG (76%)

Audio Enhancement SNR

+12dB Improvement

Fed. Learning Robustness

vs. Adversarial Attack

LIVE METRICS

Key Benchmarks

Comparative G-RAG Accuracy

vs. Standard RAG (76%)

Audio Enhancement SNR

+12dB Improvement

Fed. Learning Robustness

vs. Adversarial Attack

LIVE METRICS

Key Benchmarks

Comparative G-RAG Accuracy

vs. Standard RAG (76%)

Audio Enhancement SNR

+12dB Improvement

Fed. Learning Robustness

vs. Adversarial Attack

Venture Creation Process

01

Research

Hypothesis & Mathematical Proof

01

Research

Hypothesis & Mathematical Proof

01

Research

Hypothesis & Mathematical Proof

02

Prototype

Isolated Sandbox Validation

02

Prototype

Isolated Sandbox Validation

02

Prototype

Isolated Sandbox Validation

03

System

Integration & Architecture

03

System

Integration & Architecture

03

System

Integration & Architecture

04

Spin-out

Sovereign Deployment & Scale

04

Spin-out

Sovereign Deployment & Scale

04

Spin-out

Sovereign Deployment & Scale

GraphRAG Research

G-RAG

G-RAG

Federated AV Research

AVML

AVML

OR + Graph Opt.

GTS

GTS

Research Ecosystem

Academic, institutional, and applied collaborators.

MILA

Aramco

HERE Technologies

KAUST

MILA

Aramco

HERE Technologies

KAUST

Our research is complete only when it operates in the real world.

That is the standard we hold ourselves to.

AI and Advanced Algorithms for Complex Problems.

Research-driven systems powering orchestration, logistics, and critical infrastructure.

AI and Advanced Algorithms for Complex Problems.

Research-driven systems powering orchestration, logistics, and critical infrastructure.

AI and Advanced Algorithms for Complex Problems.

Research-driven systems powering orchestration, logistics, and critical infrastructure.