›cerebro refinery v2 — session open

›INGEST well-telemetry.parquet 412,096 rows

›INGEST maintenance-logs/*.pdf 18,240 docs

›INGEST inspection-footage.mp4 44.2 GB

›STRUCTURE resolving entities → knowledge graph

›STRUCTURE nodes 84,551 · edges 312,904

›REFINE dedup · align · redact · normalize

›GRADE scoring against operational outcomes

›GRADE eval sweep 07/12 ......... PASS

›GRADE eval sweep 08/12 ......... PASS

›DELIVER SFT 1.2M examples · RL 240K trajectories

›DELIVER RL envs rebuilt · benchmarks rescored

›STATUS gourmet tokens ready — refreshing live

›cerebro refinery v2 — session open

›INGEST well-telemetry.parquet 412,096 rows

›INGEST maintenance-logs/*.pdf 18,240 docs

›INGEST inspection-footage.mp4 44.2 GB

›STRUCTURE resolving entities → knowledge graph

›STRUCTURE nodes 84,551 · edges 312,904

›REFINE dedup · align · redact · normalize

›GRADE scoring against operational outcomes

›GRADE eval sweep 07/12 ......... PASS

›GRADE eval sweep 08/12 ......... PASS

›DELIVER SFT 1.2M examples · RL 240K trajectories

›DELIVER RL envs rebuilt · benchmarks rescored

›STATUS gourmet tokens ready — refreshing live

›STRUCTURE resolving entities → knowledge graph

›STRUCTURE nodes 84,551 · edges 312,904

›REFINE dedup · align · redact · normalize

›GRADE scoring against operational outcomes

›GRADE eval sweep 07/12 ......... PASS

›GRADE eval sweep 08/12 ......... PASS

›DELIVER SFT 1.2M examples · RL 240K trajectories

›DELIVER RL envs rebuilt · benchmarks rescored

›STATUS gourmet tokens ready — refreshing live

›cerebro refinery v2 — session open

›INGEST well-telemetry.parquet 412,096 rows

›INGEST maintenance-logs/*.pdf 18,240 docs

›INGEST inspection-footage.mp4 44.2 GB

›STRUCTURE resolving entities → knowledge graph

›STRUCTURE nodes 84,551 · edges 312,904

›REFINE dedup · align · redact · normalize

›GRADE scoring against operational outcomes

›GRADE eval sweep 07/12 ......... PASS

›GRADE eval sweep 08/12 ......... PASS

›DELIVER SFT 1.2M examples · RL 240K trajectories

›DELIVER RL envs rebuilt · benchmarks rescored

›STATUS gourmet tokens ready — refreshing live

›cerebro refinery v2 — session open

›INGEST well-telemetry.parquet 412,096 rows

›INGEST maintenance-logs/*.pdf 18,240 docs

›INGEST inspection-footage.mp4 44.2 GB

›GRADE eval sweep 07/12 ......... PASS

›GRADE eval sweep 08/12 ......... PASS

›DELIVER SFT 1.2M examples · RL 240K trajectories

›DELIVER RL envs rebuilt · benchmarks rescored

›STATUS gourmet tokens ready — refreshing live

›cerebro refinery v2 — session open

›INGEST well-telemetry.parquet 412,096 rows

›INGEST maintenance-logs/*.pdf 18,240 docs

›INGEST inspection-footage.mp4 44.2 GB

›STRUCTURE resolving entities → knowledge graph

›STRUCTURE nodes 84,551 · edges 312,904

›REFINE dedup · align · redact · normalize

›GRADE scoring against operational outcomes

›GRADE eval sweep 07/12 ......... PASS

›GRADE eval sweep 08/12 ......... PASS

›DELIVER SFT 1.2M examples · RL 240K trajectories

›DELIVER RL envs rebuilt · benchmarks rescored

›STATUS gourmet tokens ready — refreshing live

›cerebro refinery v2 — session open

›INGEST well-telemetry.parquet 412,096 rows

›INGEST maintenance-logs/*.pdf 18,240 docs

›INGEST inspection-footage.mp4 44.2 GB

›STRUCTURE resolving entities → knowledge graph

›STRUCTURE nodes 84,551 · edges 312,904

›REFINE dedup · align · redact · normalize

›GRADE scoring against operational outcomes

›INGEST maintenance-logs/*.pdf 18,240 docs

›INGEST inspection-footage.mp4 44.2 GB

›STRUCTURE resolving entities → knowledge graph

›STRUCTURE nodes 84,551 · edges 312,904

›REFINE dedup · align · redact · normalize

›GRADE scoring against operational outcomes

›GRADE eval sweep 07/12 ......... PASS

›GRADE eval sweep 08/12 ......... PASS

›DELIVER SFT 1.2M examples · RL 240K trajectories

›DELIVER RL envs rebuilt · benchmarks rescored

›STATUS gourmet tokens ready — refreshing live

›cerebro refinery v2 — session open

›INGEST well-telemetry.parquet 412,096 rows

›INGEST maintenance-logs/*.pdf 18,240 docs

›INGEST inspection-footage.mp4 44.2 GB

›STRUCTURE resolving entities → knowledge graph

›STRUCTURE nodes 84,551 · edges 312,904

›REFINE dedup · align · redact · normalize

›GRADE scoring against operational outcomes

›GRADE eval sweep 07/12 ......... PASS

›GRADE eval sweep 08/12 ......... PASS

›DELIVER SFT 1.2M examples · RL 240K trajectories

›DELIVER RL envs rebuilt · benchmarks rescored

›STATUS gourmet tokens ready — refreshing live

›cerebro refinery v2 — session open

›INGEST well-telemetry.parquet 412,096 rows

THE DATA REFINERY FOR PHYSICAL AI

Refine your data. Unleash your AI.

DARE Labs builds Cerebro and a family of AI products that turn the operational data organizations already hold into models, evals, and decision tools that do their actual work.

EXPLORE CEREBRO Learn More

NEWS

DARE Labs • August 15, 2026

Introducing Cerebro: The Data Refinery

Cerebro is now the data refinery that turns raw operational data into training-grade datasets: SFT data, RL data, and RL environments graded on real outcomes.

FEATURED

Defense TechConnect • August 11, 2026

DARE Labs Advances to the Finals of the AI × SatCom Launch Vehicle

One of ten finalists nationwide, pitching live at the Defense TechConnect Innovation Summit & Expo in National Harbor, MD.

FEATURED

Defense TechConnect • August 15, 2026

Cerebro Poster Presentation Accepted at Defense TechConnect 2026

Presenting 'Cerebro: Transforming Fragmented Data into Trusted AI for Defense Decision Advantage' on the Summit poster floor, September 22.

FEATURED

Young Entrepreneurz Solutions • August 15, 2026

DARE Labs to Judge the 2026 YES National Business Plan Challenge

Both DARE Labs co-founders join the judging panel as students from across the U.S. pitch their business ideas in The Bahamas, September 24-27.

FEATURED

Black Impact Media • August 15, 2026

Black Impact Media Features DARE Labs

Black Impact Media spotlights DARE Labs' expansion of its AI product line across public-sector and commercial markets.

FEATURED

TRUSTED BY LEADING ORGANIZATIONS

Built for real work. Proven with national labs, public-sector agencies, and industry leaders.

Build Intelligence

ETL Data Integration Layer

Transform diverse data sources into structured knowledge graphs with advanced processing capabilities.

Apply Intelligence

Intelligent Graph UI & Neural Search

Intuitive visualization and context-aware queries leveraging unified embedding space.

Evaluate Intelligence

Graph ML Engine

Advanced predictions including link prediction, node classification, and recommendations.

SUPPORTING TOOLS

ATLAS

Explainable AI-enabled decision support platform for maritime missions. DARE Labs × Antean.

ACTIVE

OSINT

Open-source intelligence gathering and analysis tools.

ACTIVE

AgentDeprogramming

Tools for analyzing and modifying AI agent behavior.

ACTIVE

ReVishən

Computer Vision Sports Replay Tool

ACTIVE

CAREERS - COMING SOON

Join DARE Labs

We are seeking the most ambitious developers to join our team. Please send us examples of your exceptional work.

GET STARTED

Ready to put your data to work?

See how Cerebro turns the data you already have into models and evals you can trust.

TALK TO THE TEAM