Models Available in Cerebro:Mistral 7BFalcon-7BFalcon-40BGemma 2BGemma 7BDeepSeek LLMLLaMA 3Dolly 2.0Stable DiffusionYOLOv8SAMEfficientNetMistral 7BFalcon-7BFalcon-40BGemma 2BGemma 7BDeepSeek LLMLLaMA 3Dolly 2.0Stable DiffusionYOLOv8SAMEfficientNet

About DARE LABS

An AI product company. We build Cerebro, the data refinery, and the tools that turn real-world operational data into AI that does real work.

Innovation at Our Core

Frontier models have read the internet, but not the logs, sensor feeds, and records that run the physical world. We build the technology that turns that data into knowledge graphs, training-grade datasets, and RL environments so models can learn the work itself.

ACTIVE DEVELOPMENT
M

Our Mission

Turn the operational data organizations already hold into models, evals, and decision tools that do their actual work. From AI labs to energy, agriculture, biotech, and the public sector, we build products that make AI trustworthy where it matters most.

STRATEGIC FOCUS

Driven by Passion & Innovation

Our team is driven by a passion for innovation and a deep understanding of the evolving technology landscape. We build products that bridge the gap between cutting-edge research and practical, deployable AI for physical and high-stakes industries.

01

Our Investment Thesis

CRITICAL NEED

Addressing a Critical Need

Frontier AI models have read the entire internet, yet they still can't do the operational work of physical industries and high-stakes organizations, because that data was never on it. DARE Labs is uniquely positioned to close this gap by turning the operational data organizations already hold into AI that performs their actual work.

INNOVATION

Disruptive Technology

Our flagship platform, Cerebro, is the data refinery that converts raw operational data into training-grade datasets: SFT data, RL data, and RL environments graded on real outcomes. Selected as a finalist in the AI × SatCom Launch Vehicle at the Defense TechConnect Innovation Summit, it is built for the bandwidth-limited, real-world environments where data actually lives.

02

Built on core TECHNOLOGY

The research foundations behind every DARE Labs product, and the products they power.

Knowledge Graphs & Data Structuring

Universal connectors that turn raw, multimodal operational data into structured, queryable knowledge graphs.

Focus areas:

  • Knowledge Representation & Graph AI
  • Semantic Search & Query Expansion
  • Multimodal Ingestion
  • Data Lineage

Training Data, RL Environments & Evals

Auto-curated SFT and RL datasets, generated RL gyms, and domain evals graded on real outcomes instead of proxies.

Focus areas:

  • Dataset Curation
  • Reinforcement Learning
  • Reward Design & Grading
  • Model Verification

Perception & Computer Vision

Low-latency perception stacks for tracking, trajectory analysis, and decision support in the physical world.

Focus areas:

  • Object Tracking
  • Augmented Reality
  • Sensor Fusion
  • Explainable Decision Support

03

Meet the Visionaries

The founders behind DARE Labs, building Physical AI.
Marcus Edwards

Marcus Edwards

PhD, Researcher and Co-Founder

Demar Rogers

Demar Rogers

MBA, Engineer and Co-Founder

Investment Opportunity

DARE Labs is seeking investment to accelerate the development and deployment of Cerebro and our AI product line. We believe our technology has the potential to redefine how organizations turn their own data into trustworthy AI.