AI Development

AI development generates more data than traditional workflows: training runs, model checkpoints, generated code, dataset versions. BrontoFarm provides the temporal infrastructure to track, reproduce, and recover every iteration.

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The AI Development Challenge

AI development creates unique storage challenges:

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    Experiment tracking: Which dataset + model + hyperparameters produced this result?
  • -
    Model checkpoints: Hours of training lost when storage fills up or gets corrupted.
  • -
    Dataset versioning: Reproducing results requires exact dataset state.
  • -
    AI-generated code: Copilot and Claude generate code faster than developers can commit.

Traditional Approach vs. Temporal

Manual checkpointing:

"I'll save this model every 10 epochs and hope nothing crashes"

BrontoFarm:

"Every write is preserved. Recover to any point, including mid-epoch."

AI Development Use Cases

Model Training

Every checkpoint preserved automatically. Recover from crashes, compare training runs, branch from any epoch.

  • Automatic checkpoint preservation
  • Instant rollback on failure
  • Compare runs across time

Dataset Management

Version your training data alongside models. Reproduce experiments with exact dataset state.

  • Dataset versioning
  • Reproducible experiments
  • Data lineage tracking

AI-Assisted Coding

AI coding assistants generate code faster than developers commit. Capture everything, decide what to keep later.

  • Every save captured
  • Recover discarded suggestions
  • Full development history

Experiment Tracking

Correlate results with exact system state. No more "which version of the data did that run use?"

  • Timestamp-based correlation
  • Exact state reproduction
  • Branch for variations

Coming Soon: BrontoRepo

In Development

BrontoRepo

Every artifact has a history

BrontoRepo is purpose-built for AI development workflows. Continuous versioning for code, models, and artifacts. Git captures intent. BrontoRepo captures reality.

Learn more about BrontoRepo

Available Now

BrontoFiles

For datasets and notebooks

Mount as a filesystem. Every file save captured automatically. Perfect for Jupyter notebooks, training data, and model files.

BrontoDrive

For ML databases

Block storage for vector databases, feature stores, and training infrastructure. Instant branching for experiments.

Building AI infrastructure?

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