Model training is a badly-aimed bazooka. We forged a scalpel.Top 5% experts for precise training, alignment, and evaluation.11 trillion parameters trained across customer models.Model training is a badly-aimed bazooka. We forged a scalpel.Top 5% experts for precise training, alignment, and evaluation.11 trillion parameters trained across customer models.

Product demo — simulated environment

Training data, end to end

Two walkthroughs: expert validation of live training data connected over MCP, and the full path for a dataset that only exists on paper — located, acquired, digitized, normalized, and trained on.

Choose a walkthrough

Pick a training domain

Your data stays where it is. The platform connects over MCP, reads the task manifests, and builds a validation queue — no bulk export, no copies.

MCP connection

Source
surgical-telemetry-vault (MCP)
Transport
Streamable HTTP
Domain
Surgical robotics
Tasks discovered
412
  1. MCP handshake — capability exchange
  2. Discovering training task collections
  3. Streaming task manifests
  4. Aggregating into a unified validation queue
  5. Stripping identifiers and provenance
  6. Sealing anonymized queue for expert routing

Illustrative demo. Scenarios, tasks, payout rates, dataset figures, and benchmark results are simulated; currency conversions are indicative, not live market rates.

IRREPLACEABLEIRREPLACEABLE

YOUR MODELS. THE BEST DATA, THE BEST TRAINING.