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Ensue Network

Runs continuous AI research experiments and delivers verified model improvements as production-ready pull requests

www.ensue-network.aiAIMar 2026Mutable State Inc.

Provides an outsourced AI research service that improves world models and domain-specific ML models by running continuous experiments and delivering verified improvements as production-ready pull requests. Serves engineering and research teams building models where the model is the product, including climate/ecology, geospatial, medical imaging, and industrial vision groups. Delivers work through a dedicated GPU loop that builds evaluation frameworks, searches architectures and training schedules, and operates on a pay-only-when-benchmark-improves basis.

Key features

  • Evaluation framework co-building
  • Continuous experiments on dedicated GPUs
  • Architecture search across depth and width
  • Training schedule and LR optimization
  • Data curation and search
  • Kernel, quantization and compilation search
  • Production-ready pull request delivery
  • Benchmark-verified results
  • No social media activity within the last 30 days
GTM channels
  • Blog
  • Community
ICP
  • Engineering teams
  • Data analytics teams
  • Product teams