Notes from the team
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Feature Launch: Multi-Camera Rendering
Place up to 5 cameras in a single world and capture every angle of the same moment in one render.
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How To Evaluate A VLA Policy: Benchmarks, Rollouts, And Reproducibility
A practical guide to VLA policy evaluation, covering LIBERO and RoboCasa, how many rollouts you actually need, and a reproducibility checklist for citable results.
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Top Datasets For Robot Manipulation, VLA Training & Policy Learning
A framework for evaluating manipulation datasets, plus 12 of the best open-source datasets for training VLA models and manipulation policies.
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Notebooks, Now Decoupled from Live Instances
Edit notebooks and dispatch render jobs without a GPU instance, pre-warm instances for when you need them, and share packaged datasets across your organization.
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A Major 3D Engine Upgrade
Our upgraded 3D engine unlocks progressive improvements in visual quality and render performance, starting with a more realistic weather system.
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Top Datasets For Maritime AI, USV Perception & Obstacle Detection
A framework for evaluating maritime datasets, plus 14 of the best open-source datasets for USV perception, obstacle detection, and ship classification, scored on ontology, diversity, and label quality.
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Ask, Don't Search: AI Assistant in the Bifrost Docs
Get instant answers about the Bifrost platform with the new AI assistant built into our docs.
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Feature Launch: Thermal with Depth
Generate thermal imagery with pixel-aligned depth maps from a single Bifrost render.
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Notebook Sessions Are Now Completely Free
Explore and experiment freely in Bifrost notebooks - your credits now go entirely to rendering.
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Feature Launch: Custom Asset Requests
Request bespoke 3D assets directly in the Bifrost platform and track every request from submission to delivered asset.
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Feature Preview: Neural Rendering
Neural rendering adds photoreal detail and new environmental diversity on top of Bifrost's 3D engine, without breaking your labels.
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Product Update: Panoptic Segmentation Masks
Pixel-accurate panoptic segmentation masks replace COCO polygons in Bifrost dataset downloads, now delivered as high-bit-depth TIFF files.
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Feature Launch: Organization-Wide Sharing
Share notebooks, ontologies, and generations across your organization so every team builds on each other's work.
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Feature Launch: Glassy Water Reflections
A new ultra-calm water material brings mirror-like ocean reflections to your maritime synthetic data.
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Feature Launch: A Faster Offline Render Workflow
Send offline render jobs instantly, name collections on the way out, and track every job with clear statuses.
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NTT DATA and Bifrost Partner to Test Satellite Performance Using Synthetic Data
Over the past year, NTT DATA's Innovation Center collaborated with Bifrost AI to evaluate whether synthetic data could accelerate AI model development while maintaining or improving quality and reducing costs.
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Feature Launch: Dataset Gallery
Get instant access to ready-to-run datasets inspired by some of the world's top AI teams.
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Building The Data Engine To Power Physical AI
AI's biggest frontier is the physical world. Why data is the bottleneck, and how Bifrost builds the generative data engines to simulate it in minutes.
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